{"id":174072,"date":"2025-02-17T21:53:04","date_gmt":"2025-02-17T21:53:04","guid":{"rendered":"https:\/\/flypix.ai\/?p=174072"},"modified":"2025-02-18T12:03:16","modified_gmt":"2025-02-18T12:03:16","slug":"deep-learning-object-tracking","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ko\/deep-learning-object-tracking\/","title":{"rendered":"\ub525\ub7ec\ub2dd \uac1d\uccb4 \ucd94\uc801: \ud3ec\uad04\uc801\uc778 \uac00\uc774\ub4dc"},"content":{"rendered":"<p>\uac1d\uccb4 \ucd94\uc801\uc740 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc5d0\uc11c \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \ucd94\uc801\ud558\ub294 \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \uae30\ubcf8 \uc791\uc5c5\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubd80\uc0c1\uc73c\ub85c \uac1d\uccb4 \ucd94\uc801\uc740 \ub354\uc6b1 \uc815\ud655\ud558\uace0 \uacac\uace0\ud558\uba70 \ud6a8\uc728\uc801\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998, \uacfc\uc81c, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc0f \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc744 \ud3ec\ud568\ud558\uc5ec \ub525 \ub7ec\ub2dd \uac1d\uccb4 \ucd94\uc801\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801 \uc774\ud574: \uc6d0\ub9ac \ubc0f \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8<\/h2>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \ube44\ub514\uc624\uc5d0\uc11c \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0 \uc5ec\ub7ec \ud504\ub808\uc784\uc5d0 \uac78\uccd0 \uada4\uc801\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ub530\ub77c\uac00\ub294 \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \uae30\ubcf8 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \uac1d\uccb4\uac00 \uc6c0\uc9c1\uc774\uac70\ub098, \ubc29\ud5a5\uc744 \ubc14\uafb8\uac70\ub098, \ud3d0\uc0c9\uc744 \uacaa\uc744 \ub54c \uac1d\uccb4\uc758 \uc77c\uad00\ub41c \uc2dd\ubcc4\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1\uacfc \uc758\uc0ac \uacb0\uc815\uc774 \ud544\uc694\ud55c \uc790\uc728 \uc8fc\ud589, \uac10\uc2dc, \uc2a4\ud3ec\uce20 \ubd84\uc11d, \uc18c\ub9e4, \ub85c\ubd07 \uacf5\ud559\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac1c\ubcc4\uc801\uc774\uace0 \ub3c5\ub9bd\uc801\uc778 \ud504\ub808\uc784\uc5d0\uc11c \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \uac04\ub2e8\ud55c \uac1d\uccb4 \uac10\uc9c0\uc640 \ub2ec\ub9ac \uac1d\uccb4 \ucd94\uc801\uc740 \uc5f0\uc18d\uc131\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \ub3d9\uc77c\ud55c \uac1d\uccb4\uac00 \uc2dc\uac04\uc5d0 \ub530\ub77c \uc77c\uad00\ub418\uac8c \uc778\uc2dd\ub418\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub294 \uac1d\uccb4\uac00 \uc608\uce21\ud560 \uc218 \uc5c6\uc774 \uc6c0\uc9c1\uc774\uac70\ub098 \uc870\uba85\uc774\ub098 \ud3d0\uc0c9\uc73c\ub85c \uc778\ud574 \ubaa8\uc591\uc774 \ubc14\ub00c\uac70\ub098 \uc7a5\uba74\uc758 \ub2e4\ub978 \uac1d\uccb4\uc640 \uc0c1\ud638 \uc791\uc6a9\ud560 \uc218 \uc788\ub294 \ub3d9\uc801 \ud658\uacbd\uc5d0\uc11c \ud2b9\ud788 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ucd5c\uc2e0 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc740 \ucd94\uc801 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \ub525 \ub7ec\ub2dd \uae30\uc220, \ud2b9\ud788 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN), \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \ubc0f \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uacf5\uac04\uc801(\uc678\uad00 \uae30\ubc18) \ubc0f \uc2dc\uac04\uc801(\ubaa8\uc158 \uae30\ubc18) \uae30\ub2a5\uc744 \ubaa8\ub450 \ud1b5\ud569\ud558\uc5ec \ubcf5\uc7a1\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub3c4 \uacac\uace0\ud55c \uc131\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub610\ud55c \uce7c\ub9cc \ud544\ud130, \uad11\ud559 \ud750\ub984 \ubc0f \ub525 \ud53c\ucc98 \uc784\ubca0\ub529\uacfc \uac19\uc740 \uae30\uc220\uc740 \uc885\uc885 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc758 \uc548\uc815\uc131\uacfc \uacac\uace0\uc131\uc744 \uac1c\uc120\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801 \uc720\ud615<\/h3>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \uc785\ub825 \ub370\uc774\ud130 \uc720\ud615\uacfc \ucd94\uc801\ub418\ub294 \uac1d\uccb4 \uc218\uc5d0 \ub530\ub77c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucd94\uc801 \ubc29\ubc95\uc758 \uc120\ud0dd\uc740 \uc2e4\uc2dc\uac04 \uc131\ub2a5, \uc815\ud655\ub3c4, \uc624\ud074\ub8e8\uc804 \ub610\ub294 \ubaa8\uc158 \ube14\ub7ec\uc5d0 \ub300\ud55c \uacac\uace0\uc131\uacfc \uac19\uc740 \ud2b9\uc815 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \ubc94\uc8fc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \ube44\ub514\uc624 \ucd94\uc801<\/h4>\n\n\n\n<p>\ube44\ub514\uc624 \ucd94\uc801\uc740 \ube44\ub514\uc624 \ud504\ub808\uc784 \uc2dc\ud000\uc2a4 \ub0b4\uc5d0\uc11c \uc6c0\uc9c1\uc774\ub294 \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0 \ucd94\uc801\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \ud575\uc2ec \uacfc\uc81c\ub294 \ud06c\uae30, \uc2dc\uc810 \ub610\ub294 \ud3d0\uc0c9\uc758 \ubcc0\ud654\ub97c \ucc98\ub9ac\ud558\ub294 \ub3d9\uc548 \uc5ec\ub7ec \ud504\ub808\uc784\uc5d0\uc11c \uac10\uc9c0\ub41c \uac1d\uccb4\uc758 \uc815\uccb4\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ube44\ub514\uc624 \ucd94\uc801\uc740 \uc2e4\uc2dc\uac04 \uc601\uc0c1\uacfc \ub179\ud654\ub41c \uc601\uc0c1 \ubaa8\ub450\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uac01\uac01\uc5d0 \ub300\ud574 \ub2e4\ub978 \ucd5c\uc801\ud654 \uc804\ub7b5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \ucd94\uc801\uc740 \ub0ae\uc740 \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ub192\uc740 \uc815\ud655\ub3c4\uac00 \uc694\uad6c\ub418\ub294 \uc790\uc728 \uc8fc\ud589, \ubcf4\uc548 \uac10\uc2dc, \ub77c\uc774\ube0c \uc2a4\ud3ec\uce20 \ubd84\uc11d\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc624\ud504\ub77c\uc778 \ube44\ub514\uc624 \ucd94\uc801\uc740 \ubc95\uc758\ud559\uc801 \ube44\ub514\uc624 \ubd84\uc11d \ubc0f \ud589\ub3d9 \uc5f0\uad6c\uc640 \uac19\uc740 \uc0ac\ud6c4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc77c\ubc18\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud0d0\uc9c0\ub97c \ud1b5\ud55c \ucd94\uc801: \uc774 \ubc29\ubc95\uc740 \uba3c\uc800 \uac1c\ubcc4 \ud504\ub808\uc784\uc5d0\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud55c \ub2e4\uc74c \ub370\uc774\ud130 \uc5f0\uacb0 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud504\ub808\uc784 \uac04\uc5d0 \uac1d\uccb4\ub97c \uc5f0\uacb0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uad11\ud559 \ud750\ub984 \uae30\ubc18 \ucd94\uc801: \uc5f0\uc18d \ud504\ub808\uc784\uc758 \ud53d\uc140 \ubcc0\uc704\ub97c \ubd84\uc11d\ud558\uc5ec \uac1d\uccb4\uc758 \uc6c0\uc9c1\uc784\uc744 \ucd94\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. \uc2dc\uac01\uc801 \ucd94\uc801<\/h4>\n\n\n\n<p>\uc2dc\uac01\uc801 \ucd94\uc801\uc740 \ub300\uc0c1 \ucd94\uc801\uc774\ub77c\uace0\ub3c4 \ud558\uba70, \ud604\uc7ac \ub3d9\uc791 \ubc0f \ubaa8\uc591 \ud2b9\uc131\uc744 \uae30\ubc18\uc73c\ub85c \ud6c4\uc18d \ud504\ub808\uc784\uc5d0\uc11c \uac1d\uccb4\uc758 \ubbf8\ub798 \uc704\uce58\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ube44\ub514\uc624 \ucd94\uc801\uacfc \ub2ec\ub9ac \uc2dc\uac01\uc801 \ucd94\uc801\uc740 \uc804\uccb4 \ube44\ub514\uc624 \uc2dc\ud000\uc2a4\uc5d0 \uc758\uc874\ud558\uc9c0 \uc54a\uace0 \ub300\uc2e0 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac1d\uccb4\uc758 \uc6c0\uc9c1\uc784\uc744 \ucd94\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774 \uae30\uc220\uc740 \uc6d0\ud65c\ud55c \uc0c1\ud638\uc791\uc6a9\uc744 \uc704\ud574 \uac1d\uccb4\uc758 \uc704\uce58\ub97c \uc608\uce21\ud574\uc57c \ud558\ub294 \uc790\uc728 \ub85c\ubd07, \ub4dc\ub860 \ud0d0\uc0c9, \uc99d\uac15 \ud604\uc2e4(AR) \ubc0f \uac00\uc0c1 \ud604\uc2e4(VR) \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc2dc\uac01\uc801 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub3d9\uc791 \uc608\uce21 \ubc0f \ubcf4\uc815\uc744 \uc704\ud55c \uce7c\ub9cc \ud544\ud130.<\/li>\n\n\n\n<li>\uc2dc\uac04\uc5d0 \ub530\ub978 \uac1d\uccb4\uc758 \uada4\uc801\uc744 \ubaa8\ub378\ub9c1\ud558\uae30 \uc704\ud55c LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. \uc774\ubbf8\uc9c0 \ucd94\uc801<\/h4>\n\n\n\n<p>\uc774\ubbf8\uc9c0 \ucd94\uc801\uc740 \ube44\ub514\uc624\uac00 \uc544\ub2cc \uc815\uc801 2\ucc28\uc6d0(2D) \uc774\ubbf8\uc9c0\ub97c \uc704\ud574 \uc124\uacc4\ub41c \ud2b9\uc218\ud55c \ud615\ud0dc\uc758 \uac1d\uccb4 \ucd94\uc801\uc785\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \uc138\ud2b8 \ub0b4\uc5d0\uc11c \ubbf8\ub9ac \uc815\uc758\ub41c \uc774\ubbf8\uc9c0\ub098 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \ucd94\uc801\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc774\ub294 \ub514\uc9c0\ud138 \uac1d\uccb4\ub97c \uc2e4\uc81c \uc774\ubbf8\uc9c0\uc5d0 \uc911\ucca9\ud558\ub294 \uc99d\uac15 \ud604\uc2e4(AR) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc0b0\uc5c5\uc6a9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc73c\ub85c\ub294 \uc81c\uc870 \uc2dc \ud488\uc9c8 \uad00\ub9ac\uac00 \uc788\uc73c\uba70, \uc5ec\uae30\uc11c\ub294 \ubb3c\uccb4\uc758 \ud2b9\uc815 \ud2b9\uc9d5\uc744 \ucd94\uc801\ud558\uc5ec \uac80\uc0ac\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc774\ubbf8\uc9c0 \ucd94\uc801\uc740 \uc77c\ubc18\uc801\uc73c\ub85c SIFT(Scale-Invariant Feature Transform), SURF(Speeded Up Robust Features), ORB(Oriented FAST \ubc0f Rotated BRIEF)\uc640 \uac19\uc740 \uae30\ub2a5 \ub9e4\uce6d \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\uc5d0\uc11c \uace0\uc720\ud55c \ud0a4\ud3ec\uc778\ud2b8\ub97c \uc2dd\ubcc4\ud558\uace0 \uc5ec\ub7ec \ud504\ub808\uc784\uc5d0 \uac78\uccd0 \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. \ub2e8\uc77c \uac1d\uccb4 \ucd94\uc801(SOT)<\/h4>\n\n\n\n<p>\ub2e8\uc77c \uac1d\uccb4 \ucd94\uc801(SOT)\uc740 \ub2e4\ub978 \uac1d\uccb4\uac00 \uc788\ub294 \uacbd\uc6b0\uc5d0\ub3c4 \ube44\ub514\uc624 \uc2dc\ud000\uc2a4 \uc804\uccb4\uc5d0\uc11c \ub2e8\uc77c \ub300\uc0c1\uc744 \ucd94\uc801\ud558\ub294 \uac83\uc744 \ub9d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ucd94\uc801 \uacfc\uc815\uc740 \uc218\ub3d9 \ucd08\uae30\ud654\ub85c \uc2dc\uc791\ud558\ub294\ub370, \uc774\ub54c \ucd94\uc801\ud560 \uac1c\uccb4\uac00 \uccab \ubc88\uc9f8 \ud504\ub808\uc784\uc5d0\uc11c \uc2dd\ubcc4\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucd94\uc801\uae30\ub294 \ubaa8\uc591 \uae30\ubc18\uc774\ub098 \ub3d9\uc791 \uae30\ubc18 \ucd94\uc801 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4\uc758 \uc704\uce58\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>SOT\ub294 \uc81c\uc2a4\ucc98 \uc778\uc2dd, \uc57c\uc0dd \ub3d9\ubb3c \ubaa8\ub2c8\ud130\ub9c1, \ub4dc\ub860 \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc218\ub3d9 \ucd08\uae30\ud654\uac00 \ud544\uc694\ud558\uace0 \uc7a5\uba74\uc5d0 \ub098\ud0c0\ub098\ub294 \uc0c8 \uac1d\uccb4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc5c6\uae30 \ub54c\ubb38\uc5d0 \uc5ec\ub7ec \uac1d\uccb4\uac00 \uc2dc\uc57c\uc5d0 \ub4e4\uc5b4\uc624\uac70\ub098 \ub098\uac00\ub294 \uc2dc\ub098\ub9ac\uc624\uc5d0\ub294 \uc801\ud569\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc77c\ubc18\uc801\uc778 SOT \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0c1\uad00\uad00\uacc4 \ud544\ud130 \uae30\ubc18 \ucd94\uc801\uae30(\uc608: MOSSE, CSRT) \u2013 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801\uae30(\uc608: MDNet, Siamese Networks) \u2013 \ub354\uc6b1 \uac15\ub825\ud558\uc9c0\ub9cc \uacc4\uc0b0 \uc9d1\uc57d\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801(MOT)<\/h4>\n\n\n\n<p>\ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801(MOT)\uc740 \uc5ec\ub7ec \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0 \uace0\uc720 ID\ub97c \ud560\ub2f9\ud55c \ud6c4 \ube44\ub514\uc624 \uc2dc\ud000\uc2a4 \uc804\uccb4\uc5d0\uc11c \ucd94\uc801\ud558\ub294 \uace0\uae09 \ucd94\uc801 \ud615\ud0dc\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc790\uc728 \uc8fc\ud589\uacfc \uac19\uc740 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \ucda9\ub3cc\uc744 \ud53c\ud558\uae30 \uc704\ud574 \ucc28\ub7c9\uacfc \ubcf4\ud589\uc790\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ucd94\uc801\ud574\uc57c \ud558\ubbc0\ub85c MOT\uac00 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ubcf4\uc548 \uac10\uc2dc\uc5d0\uc11c MOT\ub294 \ud63c\uc7a1\ud55c \ud658\uacbd\uc5d0\uc11c \uac1c\uc778\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub610\ud55c \uc2a4\ud3ec\uce20 \ubd84\uc11d\uc5d0\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub418\uba70, \uc120\uc218\ub4e4\uc758 \uc131\uacfc\ub97c \ucd94\uc801\ud558\uc5ec \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>MOT\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ucd94\uc801-\ud0d0\uc9c0 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ub530\ub974\uba70, \uc5ec\uae30\uc11c \uac1d\uccb4\ub294 \uba3c\uc800 \uac01 \ud504\ub808\uc784\uc5d0\uc11c \ud0d0\uc9c0\ub41c \ub2e4\uc74c \ub2e4\uc591\ud55c \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc5f0\uacb0\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Deep SORT(\uc2ec\uce35 \uc5f0\uad00 \uba54\ud2b8\ub9ad\uc744 \ud1b5\ud55c \uac04\ub2e8\ud55c \uc628\ub77c\uc778 \ubc0f \uc2e4\uc2dc\uac04 \ucd94\uc801)\ub294 \uc2ec\uce35\uc801 \ubaa8\uc591 \uae30\ub2a5\uc744 \ud1b5\ud569\ud558\uc5ec \uac1d\uccb4 \uc7ac\uc2dd\ubcc4\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>ByteTrack\uc740 \ud504\ub808\uc784 \uc804\uccb4\uc5d0\uc11c \uac1d\uccb4\ub97c \uc77c\uce58\uc2dc\ud0a4\uae30 \uc804\uc5d0 \uc2e0\ub8b0\ub3c4\uac00 \ub0ae\uc740 \ud0d0\uc9c0 \ud56d\ubaa9\uc744 \uc138\ubd80\ud654\ud558\uc5ec \uac1d\uccb4 \uc5f0\uad00\uc131\uc744 \uac15\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uadf8\ub798\ud504 \uae30\ubc18 \ubc0f \ubcc0\uc555\uae30 \uae30\ubc18 MOT \ubaa8\ub378\uc740 \uac1d\uccb4 \uac04\uc758 \uc2dc\uacf5\uac04\uc801 \uc885\uc18d\uc131\uc744 \ud559\uc2b5\ud558\uc5ec \ucd94\uc801\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>MOT\ub294 \ucd94\uc801\uae30\uac00 \uac1d\uccb4\uc5d0 \uc798\ubabb\ub41c ID\ub97c \ud560\ub2f9\ud558\ub294 ID \uc804\ud658 \ubc0f \uac1d\uccb4\uac00 \uc77c\uc2dc\uc801\uc73c\ub85c \uc2dc\uc57c\uc5d0\uc11c \uc0ac\ub77c\uc9c0\ub294 \uc624\ud074\ub8e8\uc804 \ucc98\ub9ac\ub97c \ud3ec\ud568\ud558\uc5ec \uace0\uc720\ud55c \uacfc\uc81c\ub97c \uc81c\uc2dc\ud569\ub2c8\ub2e4. CenterTrack \ubc0f FairMOT\uacfc \uac19\uc740 \uace0\uae09 \ub525 \ub7ec\ub2dd \uae30\ubc18 MOT \ud504\ub808\uc784\uc6cc\ud06c\ub294 \uac1d\uccb4 \uac10\uc9c0 \ubc0f \ucd94\uc801\uc744 \ub2e8\uc77c \ubaa8\ub378\ub85c \ud1b5\ud569\ud558\uc5ec \uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-1024x683.jpg\" alt=\"\" class=\"wp-image-174053\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/1-29-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \uacfc\uc81c \ubc0f \uc774\ub97c \uadf9\ubcf5\ud558\ub294 \ubc29\ubc95<\/h2>\n\n\n\n<p>\ub525 \ub7ec\ub2dd\uc774 \uac1d\uccb4 \ucd94\uc801\uc744 \ud06c\uac8c \uac1c\uc120\ud588\uc9c0\ub9cc, \uc5ec\uc804\ud788 \ud6a8\uc728\uc131\uacfc \uc815\ud655\uc131\uc744 \uc81c\ud55c\ud558\ub294 \uadfc\ubcf8\uc801\uc778 \uc5b4\ub824\uc6c0\uc774 \uba87 \uac00\uc9c0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5b4\ub824\uc6c0\uc740 \ube60\ub978 \uac1d\uccb4 \uc774\ub3d9, \ud658\uacbd \uc18c\uc74c, \ud3d0\uc0c9 \ubc0f \uc2a4\ucf00\uc77c \ubcc0\ud654\uc640 \uac19\uc740 \uc2e4\uc81c \uc0c1\ud669\uc5d0\uc11c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc5b4\ub824\uc6c0\uc744 \uadf9\ubcf5\ud558\ub824\uba74 \uace0\uae09 \ucd94\uc801 \ubaa8\ub378, \uacac\uace0\ud55c \uae30\ub2a5 \ucd94\ucd9c \ubc0f \ucd5c\uc801\ud654\ub41c \ucc98\ub9ac \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc758 \uac00\uc7a5 \uc911\uc694\ud55c \ubb38\uc81c\uc640 \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uac1c\ubc1c\ub41c \uc194\ub8e8\uc158\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \ucd94\uc801 \uc18d\ub3c4 \ubc0f \uacc4\uc0b0 \ud6a8\uc728\uc131<\/h3>\n\n\n\n<p>\uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\uc740 \uc9c0\uc5f0 \uc5c6\uc774 \uc815\ud655\ud55c \ucd94\uc801\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \uace0\uc18d \ucc98\ub9ac\ub97c \uc694\uad6c\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc81c\ub294 \ud2b9\ud788 \uc790\uc728 \uc8fc\ud589, \ube44\ub514\uc624 \uac10\uc2dc, \ub85c\ubd07\uacf5\ud559\uacfc \uac19\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub450\ub4dc\ub7ec\uc9c0\ub294\ub370, \uac1d\uccb4 \uc778\uc2dd\uc5d0\uc11c \uc57d\uac04\uc758 \uc9c0\uc5f0\uc774\ub77c\ub3c4 \uc911\ub300\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\ucd94\uc801 \uc18d\ub3c4\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc8fc\uc694 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2e0\uacbd\ub9dd \uc544\ud0a4\ud14d\ucc98\uc758 \ubcf5\uc7a1\uc131<\/strong> \u2013 \uc815\ud655\ub3c4\uac00 \ub192\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uc0c1\ub2f9\ud55c \uacc4\uc0b0 \ub9ac\uc18c\uc2a4\ub97c \ud544\uc694\ub85c \ud558\ubbc0\ub85c \ucc98\ub9ac \uc2dc\uac04\uc774 \uae38\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud504\ub808\uc784 \uc18d\ub3c4 \uc81c\uc57d<\/strong> \u2013 \ub192\uc740 \ud504\ub808\uc784 \uc18d\ub3c4(\uc608: 30~60 FPS)\uc5d0\uc11c \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc744 \ucc98\ub9ac\ud558\ub824\uba74 \uace0\ub3c4\ub85c \ucd5c\uc801\ud654\ub41c \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud558\ub4dc\uc6e8\uc5b4 \uc81c\ud55c<\/strong> \u2013 \uace0\uc131\ub2a5 GPU\uac00 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uac00\uc18d\ud654\ud558\ub294 \ubc18\uba74, \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uc885\uc885 \ucef4\ud4e8\ud305 \ub2a5\ub825\uc774 \uc81c\ud55c\ub41c \uc784\ubca0\ub514\ub4dc \uc2dc\uc2a4\ud15c\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\ucd94\uc801 \uc18d\ub3c4\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud574 \uc5f0\uad6c\uc790\ub4e4\uc740 MobileNet \ubc0f YOLO\uc640 \uac19\uc740 \uac00\ubcbc\uc6b4 CNN \uc544\ud0a4\ud14d\ucc98\uc640 Faster R-CNN\uacfc \uac19\uc740 \uc601\uc5ed \uae30\ubc18 \uac10\uc9c0\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac10\uc9c0 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4. \uac00\uc9c0\uce58\uae30, \uc591\uc790\ud654, \ubaa8\ub378 \uc99d\ub958\uc640 \uac19\uc740 \uae30\uc220\ub3c4 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uba74\uc11c \uacc4\uc0b0 \uc624\ubc84\ud5e4\ub4dc\ub97c \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \ubc30\uacbd \ubcf5\uc7a1\uc131 \ubc0f \ud658\uacbd \ub178\uc774\uc988<\/h3>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \uc5b4\ub824\uc6c0\uc740 \ub300\uc0c1 \uac1d\uccb4\ub97c \uc5b4\uc218\uc120\ud558\uac70\ub098 \ub3d9\uc801\uc778 \ubc30\uacbd\uacfc \uad6c\ubcc4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ucd94\uc801\ub41c \uac1d\uccb4\uc640 \uc720\uc0ac\ud55c \ubc30\uacbd \uc694\uc18c\ub294 \uc798\ubabb\ub41c \uac10\uc9c0 \ub610\ub294 \uc624\uc2dd\ubcc4\uc744 \ucd08\ub798\ud558\uc5ec \ucd94\uc801 \uc815\ud655\ub3c4\ub97c \ub5a8\uc5b4\ub728\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc77c\ubc18\uc801\uc778 \ubc30\uacbd \uad00\ub828 \ubb38\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud63c\uc7a1\ud55c \ud658\uacbd<\/strong> \u2013 \ub3c4\uc2dc \ud48d\uacbd\uc5d0\uc11c\ub294 \uc6c0\uc9c1\uc774\ub294 \ubb3c\uccb4\uac00 \uc5ec\ub7ec \uac1c(\uc0ac\ub78c, \ucc28\ub7c9 \ub4f1) \uc788\uae30 \ub54c\ubb38\uc5d0 \ucd94\uc801\uae30\uac00 \ubb3c\uccb4\uc758 \ub3d9\uc77c\uc131\uc744 \uc720\uc9c0\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uadf8\ub9bc\uc790\uc640 \ubc18\uc0ac<\/strong> \u2013 \uc870\uba85 \uc870\uac74\uc758 \ubcc0\ud654\ub85c \uc778\ud574 \uc2dc\uac01\uc801 \ud2b9\uc9d5\uc774 \uc624\ud574\uc758 \uc18c\uc9c0\uac00 \uc0dd\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub3d9\uc801 \ubc30\uacbd<\/strong> \u2013 \uc78e, \ubb3c \ub610\ub294 \ud654\uba74 \uae5c\ubc15\uc784\uacfc \uac19\uc740 \uc6c0\uc9c1\uc774\ub294 \uc694\uc18c\ub294 \ucd94\uc801 \ubaa8\ub378\uc744 \ubc29\ud574\ud558\ub294 \ub178\uc774\uc988\ub97c \ubc1c\uc0dd\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 Gaussian Mixture Models(GMM), ViBe(Visual Background Extractor), \uc801\uc751\ud615 \uc784\uacc4\uac12 \uc124\uc815\uacfc \uac19\uc740 \ubc30\uacbd \ube84\uc148 \uae30\uc220\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. U-Net \ubc0f DeepLab\uacfc \uac19\uc740 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc138\ubd84\ud654 \ubaa8\ub378\ub3c4 \uac1d\uccb4\ub97c \ubc30\uacbd\uc5d0\uc11c \uc815\ud655\ud558\uac8c \ubd84\ub9ac\ud558\uc5ec \ucd94\uc801\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \uac1d\uccb4 \ud06c\uae30 \ubcc0\ud654 \ubc0f \uad00\uc810 \uc65c\uace1<\/h3>\n\n\n\n<p>\uc7a5\uba74\uc758 \uac1d\uccb4\ub294 \uad00\uc810 \ubcc0\uacbd, \uce74\uba54\ub77c \ubaa8\uc158 \ub610\ub294 \uc90c \ud6a8\uacfc\ub85c \uc778\ud574 \ub2e4\ub978 \ud06c\uae30\uc640 \ubc29\ud5a5\uc73c\ub85c \ub098\ud0c0\ub0a0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub85c \uc778\ud574 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc774 \uac1d\uccb4\ub97c \uc77c\uad00\ub418\uac8c \uc778\uc2dd\ud558\uae30 \uc5b4\ub824\uc6cc\uc9c0\uba70, \ud2b9\ud788 \uac1d\uccb4\uac00 \uce74\uba54\ub77c\uc5d0\uc11c \ub354 \uac00\uae4c\uc6cc\uc9c0\uac70\ub098 \uba40\uc5b4\uc9c8 \ub54c \ub354\uc6b1 \uadf8\ub807\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uaddc\ubaa8 \ubcc0\ud654\ub85c \uc778\ud574 \ubc1c\uc0dd\ud558\ub294 \uc8fc\uc694 \ubb38\uc81c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc791\uc740 \ubb3c\uccb4 \uac10\uc9c0 \uc2e4\ud328<\/strong> \u2013 \ud504\ub808\uc784\uc5d0\uc11c \uba87 \ud53d\uc140\ub9cc \ucc28\uc9c0\ud558\ub294 \uac1d\uccb4\ub294 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc758\ud574 \ub193\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud2b9\uc815 \uac1d\uccb4 \ud06c\uae30\uc5d0 \ub300\ud55c \uacfc\uc801\ud569<\/strong> \u2013 \uc77c\ubd80 \ucd94\uc801 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ucc28\uc6d0\uc758 \uac1d\uccb4\ub85c \uc77c\ubc18\ud654\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc885\ud6a1\ube44\uc758 \ubcc0\ud654<\/strong> \u2013 \uae38\ucb49\ud558\uac70\ub098 \ud68c\uc804\ub41c \ubb3c\uccb4\ub294 \uc798\ubabb \ubd84\ub958\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uc644\ud654\ud558\uae30 \uc704\ud574 \ucd5c\uc2e0 \uac1d\uccb4 \ucd94\uc801 \ubaa8\ub378\uc740 \ub2e4\uc74c\uc744 \ud3ec\ud568\ud55c \ub2e4\uc911 \uc2a4\ucf00\uc77c \uae30\ub2a5 \ucd94\ucd9c \uae30\uc220\uc744 \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud2b9\uc9d5 \ud53c\ub77c\ubbf8\ub4dc<\/strong> \u2013 \ub2e4\uc591\ud55c \ud06c\uae30\uc5d0\uc11c \uac1d\uccb4\uc758 \ud45c\ud604\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc575\ucee4 \ubc15\uc2a4<\/strong> \u2013 \ub2e4\uc591\ud55c \ud06c\uae30\uc758 \ubbf8\ub9ac \uc815\uc758\ub41c \uacbd\uacc4 \uc0c1\uc790\ub294 \uc11c\ub85c \ub2e4\ub978 \ucc28\uc6d0\uc758 \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2a4\ucf00\uc77c \ubd88\ubcc0 \uc2e0\uacbd\ub9dd<\/strong> \u2013 \ub2e4\uc591\ud55c \uaddc\ubaa8\uc758 \uac1d\uccb4\ub97c \ud3ec\ud568\ud558\ub294 \uc99d\uac15\ub41c \ub370\uc774\ud130 \uc138\ud2b8\ub85c \ud6c8\ub828\ub41c \ubaa8\ub378.<\/li>\n<\/ul>\n\n\n\n<p>\ucd94\uc801\uae30\ub294 \uc774\ubbf8\uc9c0 \ud53c\ub77c\ubbf8\ub4dc\uc640 \ud2b9\uc9d5 \uc735\ud569 \ub124\ud2b8\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc5ec\ub7ec \ud06c\uae30\uc758 \uac1d\uccb4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ucd94\uc801\uc758 \uacac\uace0\uc131\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \ud3d0\uc0c9 \ubc0f \ubb3c\uccb4 \uc0ac\ub77c\uc9d0<\/h3>\n\n\n\n<p>\uc624\ud074\ub8e8\uc804\uc740 \ud55c \uac1d\uccb4\uac00 \ub2e4\ub978 \uac1d\uccb4\uc5d0 \uc758\ud574 \uc77c\uc2dc\uc801\uc73c\ub85c \ucc28\ub2e8\ub418\uc5b4 \ucd94\uc801 \uc2e4\ud328 \ub610\ub294 \uc2e0\uc6d0 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud560 \ub54c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \uac1d\uccb4\uac00 \uc790\uc8fc \uc0c1\ud638 \uc791\uc6a9\ud558\uace0 \uacb9\uce58\ub294 \ud63c\uc7a1\ud55c \ud658\uacbd, \uc790\uc728 \uc8fc\ud589 \ubc0f \uc2a4\ud3ec\uce20 \ucd94\uc801\uc5d0\uc11c \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uad50\ud569 \uc720\ud615\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubd80\ubd84 \ud3d0\uc0c9<\/strong> \u2013 \ucd94\uc801\ub41c \uac1d\uccb4\uc758 \uc77c\ubd80\uac00 \uacc4\uc18d \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc644\uc804\ud3d0\uc1c4<\/strong> \u2013 \uac1d\uccb4\uac00 \uc5ec\ub7ec \ud504\ub808\uc784 \ub3d9\uc548 \uc644\uc804\ud788 \uc228\uaca8\uc9d1\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc790\uae30\ud3d0\uc1c4<\/strong> \u2013 \ubb3c\uccb4\uac00 \ud68c\uc804\ud558\uac70\ub098 \uc811\ud600\uc11c \uc8fc\uc694 \ud2b9\uc9d5\uc774 \uac00\ub824\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uae30\uc874 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc740 \uc885\uc885 \uc624\ud074\ub8e8\uc804 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uc2e4\ud328\ud558\uc5ec \ucd94\uc801\ub41c \uac1d\uccb4\uac00 \uc190\uc2e4\ub418\uac70\ub098 \uc0c8\ub85c\uc6b4 ID\uac00 \uc7ac\ud560\ub2f9\ub429\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ucd5c\uc2e0 \uac1d\uccb4 \ucd94\uc801 \ubaa8\ub378\uc740 \ub2e4\uc74c\uc744 \ud1b5\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2ec\uce35 SORT \ubc0f \uc7ac\uc2dd\ubcc4(ReID) \ubaa8\ub378<\/strong> \u2013 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ubaa8\uc591 \ud2b9\uc9d5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud3d0\uc0c9 \ud6c4 \uac1d\uccb4\ub97c \uc778\uc2dd\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uad11\ud559 \ud750\ub984 \ucd94\uc815<\/strong> \u2013 \uc77c\uc2dc\uc801\uc73c\ub85c \uac00\ub824\uc838 \uc788\uc744 \ub54c\uc5d0\ub3c4 \uac1d\uccb4\uc758 \ub3d9\uc791 \uada4\uc801\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc7a5\uae30 \ucd94\uc801 \uc804\ub7b5<\/strong> \u2013 \uacfc\uac70\uc758 \ubaa8\uc2b5\uc744 \uae30\uc5b5\ud558\uace0 \ubbf8\ub798\uc758 \uc704\uce58\ub97c \uc608\uc0c1\ud558\uc5ec \ub300\uc0c1\uc758 \uc815\uccb4\uc131\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>ReID \uae30\uc220\uacfc \ub3d9\uc791 \uc608\uce21 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368, \uac1d\uccb4 \ucd94\uc801\uae30\ub294 \ud3d0\uc0c9 \ud6c4 \uc190\uc2e4\ub41c \uac1d\uccb4\ub97c \uc131\uacf5\uc801\uc73c\ub85c \ubcf5\uad6c\ud558\uc5ec \uc804\ubc18\uc801\uc778 \ucd94\uc801 \uc548\uc815\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. ID \uc804\ud658 \ubc0f \uac1d\uccb4 \uc624\ubd84\ub958<\/h3>\n\n\n\n<p>ID \uc804\ud658\uc740 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc774 \uc2e4\uc218\ub85c \uae30\uc874 \uac1d\uccb4\uc5d0 \uc0c8 ID\ub97c \ud560\ub2f9\ud560 \ub54c \ubc1c\uc0dd\ud558\uba70, \ud2b9\ud788 \uc5ec\ub7ec \uac1c\uc758 \uc720\uc0ac\ud55c \uac1d\uccb4\uac00 \uc788\ub294 \uacbd\uc6b0\uc5d0 \uadf8\ub807\uc2b5\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub294 \uad50\ud1b5 \ubaa8\ub2c8\ud130\ub9c1, \ub9ac\ud14c\uc77c \ubd84\uc11d, \uac10\uc2dc \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801(MOT) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ud754\ud788 \ubc1c\uc0dd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>ID \uc804\ud658\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac1d\uccb4 \uac04\uc758 \uc2dc\uac01\uc801 \uc720\uc0ac\uc131<\/strong> \u2013 \uc0c9\uc0c1, \ubaa8\uc591 \ub610\ub294 \uc9c8\uac10\uc774 \ube44\uc2b7\ud55c \ubb3c\uccb4\uac00 \uc798\ubabb \uc2dd\ubcc4\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ube60\ub978 \uc6c0\uc9c1\uc784\uacfc \ubd88\uaddc\uce59\ud55c \ubb3c\uccb4 \ub3d9\uc791<\/strong> \u2013 \uae09\uaca9\ud55c \uac00\uc18d\uc774\ub098 \uada4\uc801 \ubcc0\uacbd\uc73c\ub85c \uc778\ud574 \ucd94\uc801 \uc548\uc815\uc131\uc774 \uc800\ud558\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uae30\ub2a5 \ud45c\ud604\uc774 \ubd80\uc871\ud568<\/strong> \u2013 \uacbd\uacc4 \uc0c1\uc790 \uc88c\ud45c\uc5d0\ub9cc \uc758\uc874\ud558\ub294 \ucd94\uc801 \ubaa8\ub378\uc740 \uc720\uc0ac\ud55c \ubaa8\uc591\uc758 \uac1c\uccb4\ub97c \uad6c\ubcc4\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc2e0\uc6d0 \uc804\ud658\uc744 \uc904\uc774\uae30 \uc704\ud574 \uace0\uae09 \ucd94\uc801 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ub2e4\uc74c\uc744 \uad6c\ud604\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc2ec\uce35 \uc5f0\uad00\uc131 \uba54\ud2b8\ub9ad<\/strong> \u2013 \uc720\uc0ac\ud55c \uac1d\uccb4\ub97c \uad6c\ubcc4\ud558\uae30 \uc704\ud574 \ub3d9\uc791 \uc608\uce21\uc744 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ubaa8\uc591 \uc124\uba85\uc790\uc640 \uacb0\ud569\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \uc5f0\uacb0\uc744 \uc704\ud55c \ud5dd\uac00\ub9ac \uc54c\uace0\ub9ac\uc998<\/strong> \u2013 \uc704\uce58\uc640 \ubaa8\uc591\uc744 \uae30\ubc18\uc73c\ub85c \ud504\ub808\uc784 \uc804\uccb4\uc5d0\uc11c \uac1d\uccb4 \uac10\uc9c0\ub97c \uc77c\uce58\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uadf8\ub798\ud504 \uae30\ubc18 \ucd94\uc801 \ub124\ud2b8\uc6cc\ud06c<\/strong> \u2013 \uacf5\uac04\uc801, \uc2dc\uac04\uc801 \uad00\uacc4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4 \uc0c1\ud638 \uc791\uc6a9\uc744 \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uc608\ub97c \ub4e4\uc5b4, Deep SORT\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ud53c\ucc98 \uc784\ubca0\ub529\uc744 \ud1b5\ud569\ud558\uc5ec ID \uc77c\uad00\uc131\uc744 \ud06c\uac8c \uac1c\uc120\ud558\uace0, \ucd94\uc801 \uc2dc\ud000\uc2a4 \uc804\uccb4\uc5d0\uc11c \uac1d\uccb4\uac00 \uace0\uc720\ud55c ID\ub97c \uc720\uc9c0\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"575\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg\" alt=\"\" class=\"wp-image-173937\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-1024x575.jpeg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-300x169.jpeg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-768x432.jpeg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11-18x10.jpeg 18w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/download-11.jpeg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ub525\ub7ec\ub2dd\uc758 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998<\/h2>\n\n\n\n<p>\ub525 \ub7ec\ub2dd\uc740 \ub354\uc6b1 \uacac\uace0\ud558\uace0 \uc815\ud655\ud558\uba70 \ud655\uc7a5 \uac00\ub2a5\ud55c \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc744 \uac00\ub2a5\ud558\uac8c \ud568\uc73c\ub85c\uc368 \uac1d\uccb4 \ucd94\uc801\uc5d0 \ud601\uba85\uc744 \uc77c\uc73c\ucf30\uc2b5\ub2c8\ub2e4. \uc218\uc791\uc5c5\uc73c\ub85c \ub9cc\ub4e0 \ud2b9\uc9d5\uacfc \uae30\ubcf8 \ub3d9\uc791 \ubaa8\ub378\uc5d0 \uc758\uc874\ud558\ub294 \uae30\uc874 \ucd94\uc801 \ubc29\ubc95\uacfc \ub2ec\ub9ac, \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc54c\uace0\ub9ac\uc998\uc740 \ud569\uc131 \uc2e0\uacbd\ub9dd(CNN), \uc21c\ud658 \ub124\ud2b8\uc6cc\ud06c \ubc0f \ubcc0\uc555\uae30 \uae30\ubc18 \uc544\ud0a4\ud14d\ucc98\ub97c \ud65c\uc6a9\ud558\uc5ec \uace0\uc218\uc900 \uac1d\uccb4 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ud2b9\ud788 \uac1d\uccb4\uac00 \ud3d0\uc0c9, \uc870\uba85 \ubcc0\ud654 \ub610\ub294 \ud06c\uae30 \ubcc0\ud654\ub97c \uacaa\ub294 \ubcf5\uc7a1\ud55c \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c \ucd94\uc801 \uc131\ub2a5\uc744 \ud06c\uac8c \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc740 \uc804\ud1b5\uc801\uc778 \ucef4\ud4e8\ud130 \ube44\uc804 \uae30\ubc18 \ucd94\uc801\uae30\uc640 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801\uae30\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998 \uc911 \uc77c\ubd80\ub97c \uc0b4\ud3b4\ubcf4\uace0 \uac15\uc810, \ud55c\uacc4 \ubc0f \uc2e4\uc81c \uc801\uc6a9\uc5d0 \ub300\ud574 \ub17c\uc758\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. OpenCV \uac1d\uccb4 \ucd94\uc801<\/h3>\n\n\n\n<p>OpenCV\ub294 \ub2e4\uc591\ud55c \uc131\ub2a5 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd94\uc801\uae30\ub294 \uae30\uc874\uc758 \uc0c1\uad00 \uad00\uacc4 \uae30\ubc18 \ubc29\ubc95\uc5d0\uc11c \ubcf4\ub2e4 \uc9c4\ubcf4\ub41c \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc811\uadfc \ubc29\uc2dd\uae4c\uc9c0 \ub2e4\uc591\ud569\ub2c8\ub2e4. OpenCV \ucd94\uc801\uae30\ub294 \uac00\ubccd\uace0 \ud6a8\uc728\uc801\uc774\uae30 \ub54c\ubb38\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ubbc0\ub85c \uacc4\uc0b0 \ub9ac\uc18c\uc2a4\uac00 \uc81c\ud55c\ub41c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 OpenCV \ucd94\uc801\uae30:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubd80\uc2a4\ud305 \ud2b8\ub798\ucee4<\/strong> \u2013 \ucd94\uc801\uc744 \uc704\ud574 AdaBoost \ubd84\ub958\ub97c \uc0ac\uc6a9\ud558\ub294 \uc624\ub798\ub41c \uba38\uc2e0 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801\uae30\uc785\ub2c8\ub2e4. \ube44\uad50\uc801 \ub290\ub9b0 \uc18d\ub3c4\uc640 \ub0ae\uc740 \uacac\uace0\uc131\uc73c\ub85c \uc778\ud574 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\ub294 \uc801\ud569\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>MIL(Multiple Instance Learning) \ucd94\uc801\uae30<\/strong> \u2013 \ud0c0\uac9f\uc758 \uc678\uad00 \ubcc0\ud654\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 \ub2e4\uc911 \uc778\uc2a4\ud134\uc2a4 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. BOOSTING\ubcf4\ub2e4 \uac1c\uc120\ub418\uc5c8\uc9c0\ub9cc \uc624\ud074\ub8e8\uc804\uc774 \ubc1c\uc0dd\ud558\uba74 \uc5ec\uc804\ud788 \ub4dc\ub9ac\ud504\ud2b8\ub418\uae30 \uc27d\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>KCF(\ucee4\ub110\ud654 \uc0c1\uad00 \ud544\ud130) \ucd94\uc801\uae30<\/strong> \u2013 \ube60\ub978 \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud574 \uc8fc\ud30c\uc218 \uc601\uc5ed\uc5d0\uc11c \uc0c1\uad00\uad00\uacc4 \ud544\ud130\ub97c \uc801\uc6a9\ud558\ub294 \ub354 \ud6a8\uc728\uc801\uc778 \ucd94\uc801\uae30\uc785\ub2c8\ub2e4. \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4 \uc0ac\uc774\uc5d0 \uc88b\uc740 \uade0\ud615\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>CSRT(\ucc44\ub110 \ubc0f \uacf5\uac04 \uc2e0\ub8b0\ub3c4\ub97c \uac16\ucd98 \ucc28\ubcc4 \uc0c1\uad00 \ud544\ud130) \ucd94\uc801\uae30<\/strong> \u2013 \uac00\uc7a5 \uc815\ud655\ud55c OpenCV \ucd94\uc801\uae30 \uc911 \ud558\ub098\uc778 CSRT\ub294 \uacf5\uac04 \uc2e0\ub8b0\uc131 \ub9f5\uc744 \ud1b5\ud569\ud558\uc5ec \ucd94\uc801 \uc815\ubc00\ub3c4\ub97c \uac1c\uc120\ud558\ubbc0\ub85c \uc2e4\uc2dc\uac04 \uc18d\ub3c4\uac00 \ub35c \uc911\uc694\ud55c \uace0\uc815\ud655\ub3c4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>MOSSE(\ucd5c\uc18c \ucd9c\ub825 \ud569\uacc4 \uc81c\uacf1 \uc624\ucc28) \ucd94\uc801\uae30<\/strong> \u2013 \uac00\uc7a5 \ube60\ub978 OpenCV \ucd94\uc801\uae30\ub85c, \ucd5c\uc18c\ud55c\uc758 \uacc4\uc0b0 \uc624\ubc84\ud5e4\ub4dc\ub85c \uc2e4\uc2dc\uac04 \uc131\ub2a5\uc744 \uc704\ud574 \ucd5c\uc801\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ubcf5\uc7a1\ud55c \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \uc815\ud655\ub3c4\uac00 \ud76c\uc0dd\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>GOTURN \ud2b8\ub798\ucee4<\/strong> \u2013 \ud2b9\uc9d5 \ucd94\ucd9c\uc744 \uc704\ud574 \ud569\uc131 \uc2e0\uacbd\ub9dd(CNN)\uc744 \uc0ac\uc6a9\ud558\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801\uae30\uc785\ub2c8\ub2e4. \ud3d0\uc0c9 \ubc0f \ube60\ub978 \ub3d9\uc791\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ub354 \uc88b\uc9c0\ub9cc \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud558\ub824\uba74 GPU \uac00\uc18d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">OpenCV \ucd94\uc801\uc758 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8:<\/h4>\n\n\n\n<p>OpenCV \ucd94\uc801\uae30\ub294 \ud6a8\uc728\uc131\uacfc \uad6c\ud604 \uc6a9\uc774\uc131\uc73c\ub85c \uc778\ud574 \ube44\ub514\uc624 \uac10\uc2dc, \ub85c\ubd07\uacf5\ud559 \ubc0f \uc99d\uac15 \ud604\uc2e4(AR) \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, CSRT\uc640 KCF\ub294 \uc885\uc885 \ubcf4\uc548 \uce74\uba54\ub77c \ubaa8\ub2c8\ud130\ub9c1\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ubc18\uba74 MOSSE\ub294 \uc18d\ub3c4 \ub355\ubd84\uc5d0 \uc2e4\uc2dc\uac04 \uc2a4\ud3ec\uce20 \ubd84\uc11d\uc5d0 \uc77c\ubc18\uc801\uc73c\ub85c \uc801\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Deep SORT(\uc2ec\uce35 \ud559\uc2b5\uc744 \ud1b5\ud55c \uac04\ub2e8\ud55c \uc628\ub77c\uc778 \ubc0f \uc2e4\uc2dc\uac04 \ucd94\uc801)<\/h3>\n\n\n\n<p>Deep SORT\ub294 SORT(Simple Online and Realtime Tracking) \uc54c\uace0\ub9ac\uc998\uc758 \uace0\uae09 \ubc84\uc804\uc73c\ub85c, \uc6d0\ub798\ub294 \ubc14\uc6b4\ub529 \ubc15\uc2a4 \uc5f0\uad00\uacfc \uce7c\ub9cc \ud544\ud130\ub9c1\uc744 \ucd94\uc801\uc5d0 \uc0ac\uc6a9\ud588\uc2b5\ub2c8\ub2e4. SORT\ub294 \ud6a8\uc728\uc801\uc774\uc5c8\uc9c0\ub9cc \uc5ec\ub7ec \uac1c\uc758 \uc720\uc0ac\ud55c \uac1d\uccb4\uac00 \uc788\uc744 \ub54c ID \uc804\ud658\uc5d0 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>Deep SORT\ub294 \uc2dc\uac01\uc801\uc73c\ub85c \uc720\uc0ac\ud55c \uac1d\uccb4\ub97c \uad6c\ubcc4\ud560 \uc218 \uc788\ub294 \ub525 \uc5b4\ud53c\uc5b4\ub7f0\uc2a4 \ud53c\ucc98\ub97c \ud1b5\ud569\ud558\uc5ec \uc774\ub97c \uac1c\uc120\ud569\ub2c8\ub2e4. \uc774 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uba74 \uc77c\uc2dc\uc801\uc778 \ud3d0\uc0c9\uc774\ub098 \uac11\uc791\uc2a4\ub7ec\uc6b4 \uada4\uc801 \ubcc0\uacbd \ud6c4\uc5d0\ub3c4 \uac1d\uccb4\ub97c \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Deep SORT\uc758 \uc8fc\uc694 \ud2b9\uc9d5:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac1d\uccb4 \uae30\ub2a5\uc744 \uc778\ucf54\ub529\ud558\uace0 ID \uc804\ud658\uc744 \uc904\uc774\uae30 \uc704\ud574 \ub525 \uc5b4\ud53c\uc5b4\ub7f0\uc2a4 \uc784\ubca0\ub529 \ub124\ud2b8\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc815\ud655\ud55c \uac1d\uccb4 \ub9e4\uce6d\uc744 \uc704\ud574 \ub9c8\ud560\ub77c\ub178\ube44\uc2a4 \uac70\ub9ac\uc640 \ud5dd\uac00\ub9ac \uc54c\uace0\ub9ac\uc998 \uae30\ubc18 \ub370\uc774\ud130 \uc5f0\uacb0\uc744 \ud1b5\ud569\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>YOLO, Faster R-CNN, EfficientDet\uc640 \uac19\uc740 \ucd5c\ucca8\ub2e8 \uac1d\uccb4 \uac10\uc9c0\uae30\uc640 \uc6d0\ud65c\ud558\uac8c \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub3d9\uc2dc\uc5d0 \uc5ec\ub7ec \uac1c\uc758 \ubb3c\uccb4\ub97c \ucd94\uc801\ud560 \uc218 \uc788\uc5b4 \uc790\uc728 \uc8fc\ud589, \uad70\uc911 \ubaa8\ub2c8\ud130\ub9c1, \uc18c\ub9e4 \ubd84\uc11d\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc2e4\uc81c \uc138\uacc4 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8:<\/h4>\n\n\n\n<p>Deep SORT\ub294 \ub3c4\uc2dc \ud658\uacbd\uc5d0\uc11c \ubcf4\ud589\uc790\uc640 \ucc28\ub7c9\uc744 \ucd94\uc801\ud558\uae30 \uc704\ud55c \uad50\ud1b5 \ubaa8\ub2c8\ud130\ub9c1\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub610\ud55c \uc2a4\ud3ec\uce20 \ubd84\uc11d\uc5d0\ub3c4 \uc801\uc6a9\ub418\uc5b4 \uc2e4\uc2dc\uac04\uc73c\ub85c \ud50c\ub808\uc774\uc5b4\ub97c \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc678\uad00 \ubaa8\ub378\uacfc \uae30\uc874 \ubaa8\uc158 \ucd94\uc815\uc744 \uacb0\ud569\ud558\uba74 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uac00\uc7a5 \uac15\ub825\ud55c \ucd94\uc801 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uac00 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. MDNet(Multi-Domain Network) \ucd94\uc801\uae30<\/h3>\n\n\n\n<p>MDNet\uc740 R-CNN(Region-based CNN) \uac1d\uccb4 \uac10\uc9c0 \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \uc601\uac10\uc744 \ubc1b\uc740 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \ub2e8\uc77c \uae30\ub2a5 \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\ub294 \uae30\uc874 \ucd94\uc801 \ubc29\ubc95\uacfc \ub2ec\ub9ac MDNet\uc740 \uc5ec\ub7ec \ub3c4\uba54\uc778\ubcc4 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \ucd94\uc801 \ud658\uacbd\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">MDNet \uc791\ub3d9 \ubc29\uc2dd:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CNN(\ud569\uc131 \uc2e0\uacbd\ub9dd)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4 \ubaa8\uc591 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0 \uc774\ub97c \ub2e4\uc591\ud55c \ucd94\uc801 \ub3c4\uba54\uc778\uc5d0\uc11c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucd08\uae30\ud654 \uacfc\uc815\uc5d0\uc11c MDNet\uc740 \uc5ec\ub7ec \ud6c4\ubcf4 \uc601\uc5ed\uc744 \uc0d8\ud50c\ub9c1\ud558\uace0 \ucd94\uc801\ub418\ub294 \ud2b9\uc815 \uac1d\uccb4\uc5d0 \ub9de\uac8c \uc2e0\uacbd\ub9dd\uc744 \ubbf8\uc138 \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ucd94\uc801\uae30\ub294 \ub3c4\uba54\uc778 \uc801\uc751 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\ubbc0\ub85c \ubaa8\uc591 \ubcc0\ud654\uc640 \ud3d0\uc0c9\uc5d0 \ub300\ud55c \ub0b4\uad6c\uc131\uc774 \ub9e4\uc6b0 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc7a5\uc810\uacfc \ud55c\uacc4:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac15\uc810:<\/strong> \ubcf5\uc7a1\ud55c \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub3c4 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud558\uace0, \uc0c8\ub85c\uc6b4 \uac1d\uccb4\uc5d0 \ub300\ud55c \uc801\uc751\uc131\uc774 \ub6f0\uc5b4\ub098\uba70, \uac1d\uccb4 \ubcc0\ud615\uc5d0 \uac15\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc81c\ud55c \uc0ac\ud56d:<\/strong> \uae30\uc874 OpenCV \uae30\ubc18 \ucd94\uc801\uae30\uc640 \ube44\uad50\ud588\uc744 \ub54c \uacc4\uc0b0 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uace0 \ub290\ub9bd\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">MDNet\uc758 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8:<\/h4>\n\n\n\n<p>MDNet\uc740 \ud2b9\ud788 \uac10\uc2dc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc870\uba85 \uc870\uac74\uc774\ub098 \ud3d0\uc0c9\uc73c\ub85c \uc778\ud574 \uac1d\uccb4\uc758 \ubaa8\uc591\uc774 \ubcc0\uacbd\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc758\ub8cc \uc601\uc0c1\uc5d0\uc11c\ub3c4 \uc0ac\uc6a9\ub418\uba70, \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ud574\ubd80\ud559\uc801 \uad6c\uc870\ub97c \ucd94\uc801\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \uac1d\uccb4 \ucd94\uc801\uc758 \uce7c\ub9cc \ud544\ud130<\/h3>\n\n\n\n<p>\uce7c\ub9cc \ud544\ud130\ub294 \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \ub3d9\uc791 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \uc218\ud559\uc801 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774\ub294 \uc7ac\uadc0\uc801 \ubca0\uc774\uc9c0\uc548 \ucd94\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uacfc\uac70 \uad00\ucc30\uc744 \uae30\ubc18\uc73c\ub85c \uac1d\uccb4\uc758 \ubbf8\ub798 \uc704\uce58\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uce7c\ub9cc \ud544\ud130\uac00 \ucd94\uc801\uc744 \uac1c\uc120\ud558\ub294 \ubc29\ubc95:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc18d\ub3c4 \ubc0f \uac00\uc18d\ub3c4 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ubb3c\uccb4\uc758 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac01 \ud504\ub808\uc784\uc758 \uc0c8\ub85c\uc6b4 \uad00\ucc30 \uacb0\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c \ucd94\uc815\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ucd94\uc801 \uc624\ub958\ub97c \uc218\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub525 \ub7ec\ub2dd \uae30\ubc18 \ubc29\ubc95\uc774 \uacc4\uc0b0\uc801\uc73c\ub85c \uacfc\ub3c4\ud560 \uc218 \uc788\ub294 \ub0ae\uc740 \ubcf5\uc7a1\ub3c4 \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \uc798 \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uce7c\ub9cc \ud544\ud130\uc640 \ub525 \ub7ec\ub2dd\uc744 \uacb0\ud569:<\/h4>\n\n\n\n<p>\ucd5c\uc2e0 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc740 \uc885\uc885 \uce7c\ub9cc \ud544\ud130\ub97c \ub525 \ub7ec\ub2dd\uacfc \ud1b5\ud569\ud558\uc5ec \ucd94\uc801 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>SORT\uc640 Deep SORT\ub294 \ub3d9\uc791 \ucd94\uc815\uc744 \uc704\ud574 \uce7c\ub9cc \ud544\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud558\uc774\ube0c\ub9ac\ub4dc \ucd94\uc801 \ubaa8\ub378\uc740 \uce7c\ub9cc \ud544\ud130\ub9c1\uacfc CNN \uae30\ubc18 \uae30\ub2a5 \ucd94\ucd9c\uc744 \uacb0\ud569\ud558\uc5ec \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc758 \uc815\ud655\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uce7c\ub9cc \ud544\ud130\uc758 \uc751\uc6a9 \ubd84\uc57c:<\/h4>\n\n\n\n<p>\uce7c\ub9cc \ud544\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub808\uc774\ub354 \ucd94\uc801, \ud56d\uacf5\uc6b0\uc8fc \ud56d\ubc95, \ub85c\ubd07 \uacf5\ud559\uc758 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uc0ac\uc6a9\ub418\uba70, \uc5ec\uae30\uc11c \ub3d9\uc791 \uc608\uce21\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. ByteTrack \u2013 \ucd5c\uc2e0 \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998<\/h3>\n\n\n\n<p>ByteTrack\uc740 \uac10\uc9c0-\ucd94\uc801 \uc5f0\uad00 \ud504\ub85c\uc138\uc2a4\ub97c \uac1c\uc120\ud558\uc5ec \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801(MOT) \uc815\ud655\ub3c4\ub97c \ud5a5\uc0c1\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ucd5c\ucca8\ub2e8 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">ByteTrack \uc791\ub3d9 \ubc29\uc2dd:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc2e0\ub8b0\ub3c4\uac00 \ub0ae\uc740 \ud0d0\uc9c0 \ud56d\ubaa9\uc744 \uac78\ub7ec\ub0b4\ub294 Deep SORT\uc640 \ub2ec\ub9ac ByteTrack\uc740 \ubaa8\ub4e0 \ud0d0\uc9c0 \ud56d\ubaa9\uc744 \uc720\uc9c0\ud558\uace0 \uac1d\uccb4 \uc5f0\uad00\uc131\uc744 \uae30\ubc18\uc73c\ub85c \ud655\ub960\uc744 \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>2\ub2e8\uacc4 \ub370\uc774\ud130 \uc5f0\uacb0 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac70\uc9d3 \ubd80\uc815 \ubc0f \uc2e0\uc6d0 \uc804\ud658\uc744 \ub354 \uc798 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uba74\uc11c\ub3c4 \ube60\ub978 \ucc98\ub9ac\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc5b4 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uae30\uc874 \ucd94\uc801\uae30\uc5d0 \ube44\ud574 \uc7a5\uc810:<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac70\uc9d3 \ubd80\uc815(\uac10\uc9c0 \ub204\ub77d)\uc73c\ub85c \uc778\ud55c \ucd94\uc801 \uc2e4\ud328\ub97c \uc904\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub9e4\uc6b0 \uc5ed\ub3d9\uc801\uc778 \ud658\uacbd\uc5d0\uc11c SORT \ubc0f Deep SORT\ubcf4\ub2e4 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uac1d\uccb4\uac00 \ub2e4\uc591\ud55c \ud06c\uae30\ub85c \ub098\ud0c0\ub098\ub294 \uace0\ud574\uc0c1\ub3c4 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc2e4\uc81c \uc0ac\uc6a9 \uc0ac\ub840:<\/h4>\n\n\n\n<p>ByteTrack\uc740 \uc790\uc728 \uc8fc\ud589\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uc5b4 \ucc28\ub7c9, \uc790\uc804\uac70 \ud0c0\ub294 \uc0ac\ub78c, \ubcf4\ud589\uc790\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2a4\ud3ec\uce20 \ubd84\uc11d \ubc0f \ubcf4\uc548 \ubaa8\ub2c8\ud130\ub9c1\uc5d0\uc11c\ub3c4 \uc778\uae30\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg\" alt=\"\" class=\"wp-image-174087\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-768x512.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-1536x1024.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-2048x1366.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-hiteshchoudhary-693859-1-18x12.jpg 18w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801 \uad6c\ud604: \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158<\/h2>\n\n\n\n<p>\ub525 \ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub824\uba74 \uc0ac\uc804 \uad6c\ucd95\ub41c \ucd94\uc801 \uc54c\uace0\ub9ac\uc998, \ub525 \ub7ec\ub2dd \ud1b5\ud569, \uc2e4\uc2dc\uac04 \uc131\ub2a5\uc744 \uc704\ud55c \ucd5c\uc801\ud654\ub97c \uacb0\ud569\ud55c \uac15\ub825\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4 \ub3c4\uad6c\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ud50c\ub7ab\ud3fc\uc740 \uc5f0\uad6c \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791\ubd80\ud130 \ub300\uaddc\ubaa8 \uc0c1\uc5c5\uc801 \ubc30\ud3ec\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud569\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158 \uc911 \uc77c\ubd80\ub97c \uc0b4\ud3b4\ubcf4\uace0 \ud574\ub2f9 \uc194\ub8e8\uc158\uc758 \uae30\ub2a5, \uac15\uc810, \uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uac15\uc870\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. OpenCV \u2013 \uc624\ud508\uc18c\uc2a4 \ucef4\ud4e8\ud130 \ube44\uc804 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h3>\n\n\n\n<p>OpenCV(\uc624\ud508 \uc18c\uc2a4 \ucef4\ud4e8\ud130 \ube44\uc804 \ub77c\uc774\ube0c\ub7ec\ub9ac)\ub294 \uac00\uc7a5 \uc778\uae30 \uc788\uace0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ucef4\ud4e8\ud130 \ube44\uc804 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ud3ec\uad04\uc801\uc778 \uc0ac\uc804 \uad6c\ucd95\ub41c \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998 \uc138\ud2b8\ub97c \uc81c\uacf5\ud558\uc5ec \uc2e0\uc18d\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791 \ubc0f \uc2e4\uc2dc\uac04 \ucd94\uc801 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud0c1\uc6d4\ud55c \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uc8fc\uc694 \uae30\ub2a5<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub2e4\uc911 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998<\/strong> \u2013 BOOSTING, MIL, KCF, CSRT, MOSSE, GOTURN\uacfc \uac19\uc740 \uae30\uc874 \ucd94\uc801\uae30\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \uac01\uac01 \ub2e4\uc591\ud55c \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \uc131\ub2a5<\/strong> \u2013 \ucd5c\uc801\ud654\ub41c C++ \ubc0f Python \uad6c\ud604\uc744 \ud1b5\ud574 Raspberry Pi \ubc0f \uc784\ubca0\ub514\ub4dc \uc2dc\uc2a4\ud15c\uacfc \uac19\uc740 \uc800\uc804\ub825 \uc7a5\uce58\uc5d0\uc11c \ucd94\uc801\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub3d9\uc791 \ubd84\uc11d \ub3c4\uad6c<\/strong> \u2013 Lucas-Kanade \ucd94\uc801 \ubc0f Farneback \uad11\ud559 \ud750\ub984\uacfc \uac19\uc740 \uad11\ud559 \ud750\ub984 \uc54c\uace0\ub9ac\uc998\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc5b4 \ub3d9\uc791 \uc608\uce21\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc5d0\uc9c0 \ubc30\ud3ec<\/strong> \u2013 OpenVINO \ubc0f TensorRT\uc640 \ud638\ud658\ub418\ubbc0\ub85c \uac00\uc18d\ud654\ub41c \ucd94\ub860\uc744 \ud1b5\ud574 \uc5d0\uc9c0 \ub514\ubc14\uc774\uc2a4\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>OpenCV\ub294 \ub2e4\uc74c\uc5d0 \uac00\uc7a5 \uc801\ud569\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc81c\uc2a4\ucc98 \uc778\uc2dd, \ucc28\ub7c9 \ucd94\uc801, \ub3d9\uc791 \uae30\ubc18 \ubcf4\uc548 \uc2dc\uc2a4\ud15c \ub4f1 \uacbd\ub7c9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801.<\/li>\n\n\n\n<li>\ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801\uc774 \ucef4\ud4e8\ud305 \uce21\uba74\uc5d0\uc11c \ub9ce\uc740 \ube44\uc6a9\uc774 \ub4e4 \uc218 \uc788\ub294 \uc784\ubca0\ub514\ub4dc \ubc0f \ubaa8\ubc14\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158.<\/li>\n\n\n\n<li>\uad50\uc721 \ubc0f \uc5f0\uad6c \ubaa9\uc801\uc73c\ub85c, \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 API\ub97c \uc81c\uacf5\ud558\uc5ec \ube60\ub978 \uc2e4\ud5d8\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc81c\ud55c \uc0ac\ud56d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801 \ubaa8\ub378\uc774 \ubd80\uc871\ud558\uc5ec \uc815\ud655\ub3c4\uac00 \ub192\uc740 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud574\uc11c\ub294 \uc678\ubd80 \ud1b5\ud569\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc7a5\uae30\uac04\uc758 \ud3d0\uc0c9\uacfc \ubcf5\uc7a1\ud55c \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub294 \uc131\ub2a5\uc774 \uc800\ud558\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. MATLAB \u2013 \ucef4\ud4e8\ud130 \ube44\uc804 \ud234\ubc15\uc2a4<\/h3>\n\n\n\n<p>MATLAB\ub294 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\uac00 \ucd5c\uc18c\ud55c\uc758 \ucf54\ub529\uc73c\ub85c \uace0\uae09 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c Computer Vision Toolbox\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. OpenCV\uc640 \ub2ec\ub9ac MATLAB\ub294 \uadf8\ub798\ud53d \ud504\ub85c\uadf8\ub798\ubc0d \ud658\uacbd\uc744 \uc81c\uacf5\ud558\uc5ec \ubcf5\uc7a1\ud55c \ucd94\uc801 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uac1c\ubc1c\ud558\uae30 \uc27d\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uc8fc\uc694 \uae30\ub2a5<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc0ac\uc804 \uad6c\ucd95\ub41c \ucd94\uc801 \uc54c\uace0\ub9ac\uc998<\/strong> \u2013 \ub2e8\uc77c \ubc0f \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c Kanade-Lucas-Tomasi(KLT), CAMShift \ubc0f \uc785\uc790 \ud544\ud130\uc640 \uac19\uc740 \uc54c\uace0\ub9ac\uc998\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud1b5\ud569 \ub525\ub7ec\ub2dd<\/strong> \u2013 \uac1d\uccb4 \uac10\uc9c0 \ubc0f \ucd94\uc801\uc744 \uc704\ud55c YOLO, SSD, Faster R-CNN \ubaa8\ub378\uacfc\uc758 \ud1b5\ud569\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ube44\ub514\uc624 \ucc98\ub9ac \ubc0f \ubd84\uc11d<\/strong> \u2013 \ucd94\uc801 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uae30 \uc704\ud574 \ud504\ub808\uc784\ubcc4 \ucc98\ub9ac, \ubc30\uacbd \ube84\uc148, \ub3d9\uc791 \ucd94\uc815 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2dc\ubbac\ub808\uc774\uc158 \ubc0f \ud14c\uc2a4\ud2b8<\/strong> \u2013 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uae30 \uc804\uc5d0 \uac1d\uccb4 \ucd94\uc801 \uc2dc\ub098\ub9ac\uc624\ub97c \uc2dc\ubbac\ub808\uc774\uc158\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>MATLAB\ub294 \ub2e4\uc74c \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc790\uc728 \uc8fc\ud589, \uc0dd\ubb3c\uc758\ud559 \uc601\uc0c1, \uac10\uc2dc \uc2dc\uc2a4\ud15c \ub4f1\uc758 \ubd84\uc57c\ub97c \uc911\uc2ec\uc73c\ub85c \ud559\uc220 \ubc0f \uc0b0\uc5c5 \uc5f0\uad6c\ub97c \uc2e4\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 \ubc30\ud3ec\ud558\uae30 \uc804\uc5d0 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801 \ud30c\uc774\ud504\ub77c\uc778\uc758 \ud504\ub85c\ud1a0\ud0c0\uc785\uc744 \uc81c\uc791\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub85c\ubd07\uacf5\ud559 \ubc0f \uc790\ub3d9\ud654 \ubd84\uc57c\uc5d0\uc11c\ub294 \uc815\ud655\ud55c \uac1d\uccb4 \ucd94\uc801\uc774 \uc81c\uc5b4 \uc2dc\uc2a4\ud15c\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc81c\ud55c \uc0ac\ud56d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc720\ub8cc \ub77c\uc774\uc120\uc2a4\uac00 \ud544\uc694\ud558\ubbc0\ub85c \uc624\ud508\uc18c\uc2a4 \ub300\uc548\uc5d0 \ube44\ud574 \uc811\uadfc\uc131\uc774 \ub0ae\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\ub300\uaddc\ubaa8 \ube44\ub514\uc624 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \ucc98\ub9ac\ud560 \ub54c TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \ucd5c\uc801\ud654\ub41c \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ubcf4\ub2e4 \ub290\ub9bd\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. Viso Suite \u2013 \uc5d4\ub4dc\ud22c\uc5d4\ub4dc AI \ube44\uc804 \ud50c\ub7ab\ud3fc<\/h3>\n\n\n\n<p>Viso Suite\ub294 \uae30\uc5c5\uc774 \ub300\uaddc\ubaa8\ub85c \ucef4\ud4e8\ud130 \ube44\uc804 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ucd95, \ubc30\ud3ec \ubc0f \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub41c \uc0c1\uc6a9 AI \ube44\uc804 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4. \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc744 \uc218\ub3d9\uc73c\ub85c \uad6c\ud604\ud574\uc57c \ud558\ub294 OpenCV \ubc0f MATLAB\uc640 \ub2ec\ub9ac Viso Suite\ub294 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ucf54\ub4dc \uc5c6\uc74c \ubc0f \ub85c\uc6b0\ucf54\ub4dc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uc8fc\uc694 \uae30\ub2a5<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub4dc\ub798\uadf8 \uc564 \ub4dc\ub86d \uc778\ud130\ud398\uc774\uc2a4<\/strong> \u2013 \uad11\ubc94\uc704\ud55c \ucf54\ub529 \uc5c6\uc774 \uac1d\uccb4 \ucd94\uc801 \ubaa8\ub378\uc744 \ud1b5\ud569\ud560 \uc218 \uc788\ub294 \uc2dc\uac01\uc801 \ud504\ub85c\uadf8\ub798\ubc0d \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub525\ub7ec\ub2dd \ubaa8\ub378 \uc9c0\uc6d0<\/strong> \u2013 YOLO, Deep SORT, ByteTrack \ubc0f \uae30\ud0c0 \ucd5c\ucca8\ub2e8 \ucd94\uc801 \ud504\ub808\uc784\uc6cc\ud06c\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uba40\ud2f0 \uce74\uba54\ub77c \ucd94\uc801<\/strong> \u2013 \ub3d9\uae30\ud654\ub41c \ub370\uc774\ud130 \uc735\ud569\uc744 \ud1b5\ud574 \uc5ec\ub7ec \uce74\uba54\ub77c\uc5d0\uc11c \uac1d\uccb4\ub97c \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud074\ub77c\uc6b0\ub4dc \ubc0f \uc5e3\uc9c0 \ubc30\ud3ec<\/strong> \u2013 \ud655\uc7a5 \uac00\ub2a5\ud55c \uc194\ub8e8\uc158\uc744 \uc704\ud574 \uc5d0\uc9c0 AI(\ub514\ubc14\uc774\uc2a4 \ucd94\uc801)\uc640 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ucc98\ub9ac\ub97c \ubaa8\ub450 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubd84\uc11d \ubc0f \ud1b5\ucc30\ub825<\/strong> \u2013 \ucd94\uc801\ub41c \uac1d\uccb4\ub97c \uc2dc\uac01\ud654\ud558\uace0, \ub3d9\uc791 \ubd84\uc11d\ud558\uace0, \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uac10\uc9c0\ud558\uae30 \uc704\ud55c \uc2e4\uc2dc\uac04 \ub300\uc2dc\ubcf4\ub4dc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>Viso Suite\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacbd\uc6b0\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc18c\ub9e4, \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0, \uc0b0\uc5c5 \uc790\ub3d9\ud654, \ubcf4\uc548\uacfc \uac19\uc740 \ubd84\uc57c\uc758 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc2ec\uce35\uc801\uc778 \uba38\uc2e0 \ub7ec\ub2dd \uc804\ubb38 \uc9c0\uc2dd\uc774 \uc5c6\uc5b4\ub3c4 \uc885\ub2e8 \uac04 AI \ube44\uc804 \uc194\ub8e8\uc158\uc744 \ucc3e\uace0 \uc788\ub294 \uc870\uc9c1.<\/li>\n\n\n\n<li>\uc5ec\ub7ec \ub300\uc758 \uce74\uba54\ub77c\uc640 \uc13c\uc11c\ub97c \uc911\uc559 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud574\uc57c \ud558\ub294 \ud655\uc7a5 \uac00\ub2a5\ud55c \ubc30\ud3ec.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc81c\ud55c \uc0ac\ud56d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uad6c\ub3c5 \ube44\uc6a9\uc774 \ub4dc\ub294 \uc0c1\uc5c5\uc6a9 \uc81c\ud488\uc774\uc5b4\uc11c \uac1c\uc778 \uc5f0\uad6c\uc790\ub098 \uc18c\uaddc\ubaa8 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \uc811\uadfc\uc131\uc774 \ub0ae\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \uc644\uc804\ud788 \ud504\ub85c\uadf8\ub798\ubc0d \uac00\ub2a5\ud55c \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ube44\uad50\ud588\uc744 \ub54c \uc0ac\uc6a9\uc790 \uc815\uc758\uac00 \uc81c\ud55c\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">4. Ikomia API \u2013 \uc624\ud508\uc18c\uc2a4 AI \ube44\uc804 \ud504\ub808\uc784\uc6cc\ud06c<\/h3>\n\n\n\n<p>Ikomia API\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801 \ubaa8\ub378\uc744 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud558\ub294 \uacfc\uc815\uc744 \uac04\uc18c\ud654\ud558\ub294 \uc624\ud508 \uc18c\uc2a4 \ucef4\ud4e8\ud130 \ube44\uc804 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4. \uac1c\ubc1c\uc790\uac00 \ucd5c\ucca8\ub2e8 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd94\uc801 \uc6cc\ud06c\ud50c\ub85c\ub97c \ube60\ub974\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub294 Python \uae30\ubc18 API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uc8fc\uc694 \uae30\ub2a5<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uc0ac\uc804 \uad6c\ucd95\ub41c \uac1d\uccb4 \ucd94\uc801 \ud30c\uc774\ud504\ub77c\uc778<\/strong> \u2013 Deep SORT, ByteTrack, Kalman \ud544\ud130 \uae30\ubc18 \ucd94\uc801 \uc194\ub8e8\uc158\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub525\ub7ec\ub2dd \ud1b5\ud569<\/strong> \u2013 \uac1d\uccb4 \uac10\uc9c0 \ubc0f \ucd94\uc801\uc744 \uc704\ud55c YOLOv7, Faster R-CNN \ubc0f \uae30\ud0c0 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud6a8\uc728\uc801\uc778 \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801<\/strong> \u2013 \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ucd94\uc801\ud558\uae30 \uc704\ud55c \uc2e4\uc2dc\uac04 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac1c\ubc1c\uc790\ub97c \uc704\ud55c \uc720\uc5f0\ud55c API<\/strong> \u2013 \ucd94\uc801 \ubaa8\ub378\uacfc \uc0ac\ud6c4 \ucc98\ub9ac \uc6cc\ud06c\ud50c\ub85c\ub97c \uc644\ubcbd\ud558\uac8c \uc0ac\uc6a9\uc790 \uc9c0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc774\uc0c1\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>Ikomia API\ub294 \ub2e4\uc74c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc720\uc5f0\ud558\uace0 \ud504\ub85c\uadf8\ub798\ubc0d \uac00\ub2a5\ud55c \uac1d\uccb4 \ucd94\uc801 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ucc3e\ub294 \uac1c\ubc1c\uc790.<\/li>\n\n\n\n<li>AI \uc5f0\uad6c\uc790\ub4e4\uc740 TensorFlow\uc640 PyTorch\uc640\uc758 \uc26c\uc6b4 \ud1b5\ud569\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uace0\uae09 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uad50\ud1b5 \ubaa8\ub2c8\ud130\ub9c1, \uc2a4\ud3ec\uce20 \ubd84\uc11d, \uc2a4\ub9c8\ud2b8 \uac10\uc2dc \uc2dc\uc2a4\ud15c \ub4f1 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 \uc560\ud50c\ub9ac\ucf00\uc774\uc158.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc81c\ud55c \uc0ac\ud56d<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uac1d\uccb4 \uac10\uc9c0 \ubc0f \ucd94\uc801 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uc218\ub3d9\uc73c\ub85c \uad6c\uc131\ud574\uc57c \ud558\ubbc0\ub85c Viso Suite\uc640 \uac19\uc740 \ucf54\ub4dc\uac00 \uc5c6\ub294 \ud50c\ub7ab\ud3fc\ubcf4\ub2e4 \ucd08\ubcf4\uc790 \uce5c\ud654\uc801\uc774\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\uc77c\ubd80 \uc0c1\uc6a9 \ub300\uc548\uc5d0 \ube44\ud574 \uc800\uc804\ub825 \uc5e3\uc9c0 \ucef4\ud4e8\ud305\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc744 \uad6c\ud604\ud558\ub294 \ub370 \uc801\ud569\ud55c \uc18c\ud504\ud2b8\uc6e8\uc5b4\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ud504\ub85c\uc81d\ud2b8\uc758 \ud2b9\uc815 \uc694\uad6c \uc0ac\ud56d, \ud655\uc7a5\uc131 \ubc0f \uacc4\uc0b0 \uc81c\uc57d\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenCV\ub294 \ube60\ub978 \ucd94\ub860 \uc18d\ub3c4\uac00 \ud544\uc694\ud55c \uc784\ubca0\ub514\ub4dc \uc2dc\uc2a4\ud15c\uacfc \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uac00\ubcbc\uc6b4 \uc2e4\uc2dc\uac04 \ucd94\uc801\uc744 \uc704\ud55c \ucd5c\uace0\uc758 \uc120\ud0dd\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>MATLAB\ub294 \uc54c\uace0\ub9ac\uc998 \uac1c\ubc1c\uc744 \uc704\ud55c \uac15\ub825\ud55c \ud658\uacbd\uc744 \uc81c\uacf5\ud558\uc5ec \ud559\uc220 \uc5f0\uad6c\uc640 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Viso Suite\ub294 \uad11\ubc94\uc704\ud55c \ucf54\ub529 \uc5c6\uc774 \ub300\uaddc\ubaa8\ub85c AI \ube44\uc804\uc744 \uad6c\ucd95\ud558\ub824\ub294 \uae30\uc5c5\uc744 \uc704\ud55c \uac15\ub825\ud55c \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Ikomia API\ub294 \ucd5c\ucca8\ub2e8 \ucd94\uc801 \ubaa8\ub378\uc744 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud1b5\ud569\ud558\ub824\ub294 \uac1c\ubc1c\uc790\uc640 \uc5f0\uad6c\uc790\uc5d0\uac8c \uc801\ud569\ud55c \uc720\uc5f0\ud55c \ub525 \ub7ec\ub2dd \uae30\ubc18 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p>AI\uc640 \ub525\ub7ec\ub2dd\uc774 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \uac1d\uccb4 \ucd94\uc801 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc740 \ub354\uc6b1 \uc815\ud655\ud558\uace0, \ud6a8\uc728\uc801\uc774\uba70, \ud655\uc7a5 \uac00\ub2a5\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \ubaa8\ub4e0 \uc0b0\uc5c5\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ucd94\uc801\uc774 \ub354 \uc27d\uac8c \uac00\ub2a5\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-id=\"174131\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg\" alt=\"\" class=\"wp-image-174131\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-elevate-1267338-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c\uc758 \uac1d\uccb4 \ucd94\uc801 \uc751\uc6a9<\/h2>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \uad11\ubc94\uc704\ud55c \uc0b0\uc5c5\uc5d0\uc11c \uc790\ub3d9\ud654, \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \ub370\uc774\ud130 \uae30\ubc18 \uc758\uc0ac \uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uc911\uc694\ud55c \uae30\uc220\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uacfc \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ubc1c\uc804\uc73c\ub85c \ud604\ub300 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc740 \ube44\uad50\ud560 \uc218 \uc5c6\ub294 \uc815\ud655\uc131\uc744 \uc81c\uacf5\ud558\uc5ec \ubcf4\uc548, \uc6b4\uc1a1, \uc18c\ub9e4, \uc758\ub8cc \ubc0f \uc2a4\ud3ec\uce20\uc5d0 \uc5c6\uc5b4\uc11c\ub294 \uc548 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc758 \uac00\uc7a5 \uc911\uc694\ud55c \uc751\uc6a9 \ubd84\uc57c\uc640 \uadf8\uac83\uc774 \ub2e4\uc591\ud55c \ubd84\uc57c\ub97c \uc5b4\ub5bb\uac8c \ubcc0\ud654\uc2dc\ud0a4\uace0 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\uac10\uc2dc \ubc0f \ubcf4\uc548<\/h3>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \ubcf4\uc548 \ubc0f \uac10\uc2dc \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uadfc\ubcf8\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uba70, \uc0ac\ub78c, \ucc28\ub7c9 \ubc0f \uc758\uc2ec\uc2a4\ub7ec\uc6b4 \ud65c\ub3d9\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0 \uc778\ud504\ub77c, \uad6d\uacbd \ubcf4\uc548 \ubc0f \uacf5\uacf5 \uc548\uc804 \uc2dc\uc2a4\ud15c\uc5d0 \ub110\ub9ac \uad6c\ud604\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubc94\uc8c4 \uc608\ubc29<\/strong> \u2013 \ubc95 \uc9d1\ud589 \uae30\uad00\uc740 AI \uae30\ubc18 \uac10\uc2dc \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\uc778\uc744 \ucd94\uc801\ud558\uace0, \uc5bc\uad74\uc744 \uc778\uc2dd\ud558\uace0, \ubc94\uc8c4 \ud65c\ub3d9\uc744 \ub098\ud0c0\ub0bc \uc218 \uc788\ub294 \ube44\uc815\uc0c1\uc801\uc778 \ud589\ub3d9\uc744 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uad50\ud1b5 \ubaa8\ub2c8\ud130\ub9c1<\/strong> \u2013 \uc2a4\ub9c8\ud2b8 \uac10\uc2dc \uc2dc\uc2a4\ud15c\uc740 \ucc28\ub7c9\uc744 \ucd94\uc801\ud558\uace0 \uacfc\uc18d, \uc2e0\ud638 \uc704\ubc18, \ubd88\ubc95 \ucc28\uc120 \ubcc0\uacbd\uacfc \uac19\uc740 \uc704\ubc18 \uc0ac\ud56d\uc744 \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0\uc758 \uacf5\uacf5 \uc548\uc804<\/strong> \u2013 AI \uae30\ubc18 CCTV \ub124\ud2b8\uc6cc\ud06c\ub294 \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf4\ud589\uc790\uc758 \uc6c0\uc9c1\uc784\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ubc29\uce58\ub41c \uc218\ud558\ubb3c\uc744 \uac10\uc9c0\ud558\uace0, \uad70\uc911 \uad00\ub828 \uc704\ud5d8\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uce68\uc785 \ud0d0\uc9c0<\/strong> \u2013 \ud648 \ubcf4\uc548 \uc2dc\uc2a4\ud15c\uc740 \uac1d\uccb4 \ucd94\uc801 \uae30\ub2a5\uc744 \ud1b5\ud569\ud558\uc5ec \ubb34\ub2e8 \uc811\uadfc\uc744 \uac10\uc9c0\ud558\uace0 \uc81c\ud55c \uad6c\uc5ed\uc5d0\uc11c \uacbd\ubcf4\ub97c \uc6b8\ub9bd\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc0ac\uc6a9\ub41c \uae30\uc220<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc2e4\uc2dc\uac04 \uc0ac\ub78c \ucd94\uc801\uc744 \uc704\ud55c Deep SORT \ubc0f YOLO<\/li>\n\n\n\n<li>\ucc28\ub7c9 \uc2dd\ubcc4\uc744 \uc704\ud55c \ubc88\ud638\ud310 \uc778\uc2dd(LPR)<\/li>\n\n\n\n<li>\uad00\uc2ec \uc778\ubb3c \uc2dd\ubcc4\uc744 \uc704\ud55c \uc5bc\uad74 \uc778\uc2dd AI<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc608\uc2dc \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>\ub7f0\ub358\uc758 \uc2a4\ub9c8\ud2b8 \uac10\uc2dc \ub124\ud2b8\uc6cc\ud06c\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc740 \uc218\ucc9c \ub300\uc758 \uce74\uba54\ub77c\uc5d0\uc11c \ud65c\uc6a9\ub418\uc5b4 \ubcf4\ud589\uc790\uc758 \uc6c0\uc9c1\uc784\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ubc94\uc8c4\uc728\uc744 \ub0ae\ucd94\uace0, \ub3c4\uc2dc \uad50\ud1b5\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \uc790\uc728\uc8fc\ud589\ucc28\uc640 \uc9c0\ub2a5\ud615 \uad50\ud1b5<\/h3>\n\n\n\n<p>\uc790\uc728 \uc8fc\ud589 \uc790\ub3d9\ucc28\uc640 \ucca8\ub2e8 \uc6b4\uc804\uc790 \uc9c0\uc6d0 \uc2dc\uc2a4\ud15c(ADAS)\uc740 \ubcf4\ud589\uc790, \uc790\uc804\uac70 \ud0c0\ub294 \uc0ac\ub78c \ubc0f \uae30\ud0c0 \ucc28\ub7c9\uc758 \uc6c0\uc9c1\uc784\uc744 \uc2dd\ubcc4, \ubd84\ub958 \ubc0f \uc608\uce21\ud558\uae30 \uc704\ud574 \uac1d\uccb4 \ucd94\uc801\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uc815\ud655\ud55c \ucd94\uc801\uc740 \uc2b9\uac1d\uacfc \ubcf4\ud589\uc790\uc758 \uc548\uc804\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ubcf4\ud589\uc790 \uac10\uc9c0 \ubc0f \ucda9\ub3cc \ubc29\uc9c0<\/strong> \u2013 \uc0ac\uace0\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc0ac\ub78c, \ub3d9\ubb3c, \uc7a5\uc560\ubb3c\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ucc28\ub7c9 \uac04(V2V) \ud1b5\uc2e0<\/strong> \u2013 \uc790\uc728\uc8fc\ud589\ucc28\ub294 \uc8fc\ubcc0 \ucc28\ub7c9\uc744 \ucd94\uc801\ud558\uace0 \ub354 \ub098\uc740 \ud0d0\uc0c9\uc744 \uc704\ud574 \ub370\uc774\ud130\ub97c \uad50\ud658\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc801\uc751\ud615 \ud06c\ub8e8\uc988 \ucee8\ud2b8\ub864 \ubc0f \ucc28\uc120 \uc720\uc9c0 \uc9c0\uc6d0<\/strong> \u2013 \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucc28\ub7c9 \uc18d\ub3c4\ub97c \uc870\uc815\ud558\uace0, \ucc28\uc120 \uc704\uce58\ub97c \uc720\uc9c0\ud558\uace0, \ucc28\uc120 \uc774\ud0c8\uc744 \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uad50\ud1b5 \ud750\ub984 \ucd5c\uc801\ud654<\/strong> \u2013 AI \uae30\ubc18 \uad50\ud1b5 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc740 \ucc28\ub7c9 \ubc00\ub3c4\ub97c \ucd94\uc801\ud558\uc5ec \uc2e0\ud638 \ud0c0\uc774\ubc0d\uc744 \uc870\uc815\ud558\uace0 \ud63c\uc7a1\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc0ac\uc6a9\ub41c \uae30\uc220<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uae4a\uc774 \uc778\uc2dd\uc744 \uc704\ud55c LiDAR(Light Detection and Ranging)<\/li>\n\n\n\n<li>\ubcf4\ud589\uc790 \ubc0f \ucc28\ub7c9 \ucd94\uc801\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \uac10\uc9c0(YOLO, Faster R-CNN)<\/li>\n\n\n\n<li>\ub2e4\uc911 \ubaa8\ub2ec \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud55c \uc13c\uc11c \ud4e8\uc804(\uce74\uba54\ub77c + \ub808\uc774\ub354 + LiDAR)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc608\uc2dc \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>\ud14c\uc2ac\ub77c\uc758 \uc644\uc804 \uc790\uc728\uc8fc\ud589(FSD) \uc2dc\uc2a4\ud15c\uc740 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubcf4\ud589\uc790, \uad50\ud1b5 \uc2e0\ud638 \ubc0f \uae30\ud0c0 \ub3c4\ub85c \uc0ac\uc6a9\uc790\ub97c \uc2dd\ubcc4\ud558\uc5ec \ubcf4\ub2e4 \uc548\uc804\ud55c \uc790\uc728 \uc8fc\ud589\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. \ub9ac\ud14c\uc77c \ubd84\uc11d \ubc0f \uace0\uac1d \ud589\ub3d9 \ucd94\uc801<\/h3>\n\n\n\n<p>\uc18c\ub9e4\uc5c5\uacc4\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc740 \uace0\uac1d \ud589\ub3d9\uc744 \ubd84\uc11d\ud558\uace0, \ub9e4\uc7a5 \ub808\uc774\uc544\uc6c3\uc744 \ucd5c\uc801\ud654\ud558\uace0, \ub9c8\ucf00\ud305 \uc804\ub7b5\uc744 \uac1c\uc120\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc1fc\ud551\uac1d\uc758 \uc6c0\uc9c1\uc784\uc744 \ucd94\uc801\ud568\uc73c\ub85c\uc368 \ub9e4\uc7a5\uc740 \uace0\uac1d \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \ub9e4\ucd9c\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uace0\uac1d \uc774\ub3d9\uc758 \ud788\ud2b8\ub9f5 \ubd84\uc11d<\/strong> \u2013 \ub9e4\uc7a5\uc758 \uc5b4\ub290 \uad6c\uc5ed\uc5d0 \uac00\uc7a5 \ub9ce\uc740 \uc0ac\ub78c\uc774 \ub4dc\ub098\ub4dc\ub294\uc9c0 \ud30c\uc545\ud558\uae30 \uc704\ud574 \uc1fc\ud551\uac1d\uc758 \uc774\ub3d9 \uacbd\ub85c\ub97c \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub300\uae30 \uad00\ub9ac \ubc0f \uc9c1\uc6d0 \ud560\ub2f9<\/strong> \u2013 \uacb0\uc81c\ub300\uae30\uc904\uc758 \uace0\uac1d \ubc00\ub3c4\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ub3d9\uc801\uc73c\ub85c \uc778\ub825 \uc218\uc900\uc744 \uc870\uc815\ud558\uc5ec \ub300\uae30 \uc2dc\uac04\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc120\ubc18 \uc7ac\uace0 \uad00\ub9ac<\/strong> \u2013 AI \uae30\ubc18 \uce74\uba54\ub77c\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube48 \uc120\ubc18\uc744 \uac10\uc9c0\ud558\uace0 \uc790\ub3d9\uc73c\ub85c \uc7ac\uc785\uace0\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \uc7ac\uace0 \uc218\uc900\uc744 \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac1c\uc778\ud654\ub41c \uad11\uace0 \ubc0f \ub9c8\ucf00\ud305<\/strong> \u2013 \ub514\uc9c0\ud138 \ub514\uc2a4\ud50c\ub808\uc774\ub294 \uac10\uc9c0\ub41c \uc778\uad6c \ud1b5\uacc4 \ubc0f \uace0\uac1d \ucc38\uc5ec \ud328\ud134\uc5d0 \ub530\ub77c \ucf58\ud150\uce20\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc0ac\uc6a9\ub41c \uae30\uc220<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\uc0ac\ub78c \uc218 \uc138\uae30 \uc704\ud55c AI \uae30\ubc18 \uce74\uba54\ub77c \uc2dc\uc2a4\ud15c<\/li>\n\n\n\n<li>\uc2e4\uc2dc\uac04 \uc6c0\uc9c1\uc784 \ubd84\uc11d\uc744 \uc704\ud55c \uc2ec\uce35\uc801 SORT \uae30\ubc18 \ucd94\uc801<\/li>\n\n\n\n<li>\uc5bc\uad74 \uc778\uc2dd \ubc0f \uace0\uac1d \uc2dd\ubcc4<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc608\uc2dc \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>Amazon Go \ub9e4\uc7a5\uc740 \uac1d\uccb4 \ucd94\uc801 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uccb4\ud06c\uc544\uc6c3 \uc5c6\uc774 \uc1fc\ud551\uc744 \ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\ud604\ud588\uc2b5\ub2c8\ub2e4. \uc989, \uace0\uac1d\uc774 \uc0c1\ud488\uc744 \ud53d\uc5c5\ud558\uba74 AI\uac00 \uc790\ub3d9\uc73c\ub85c \uad6c\ub9e4 \ub0b4\uc5ed\uc744 \ucd94\uc801\ud558\uc5ec \uace0\uac1d\uc774 \uc218\ub3d9\uc73c\ub85c \uccb4\ud06c\uc544\uc6c3\ud558\uc9c0 \uc54a\uc544\ub3c4 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. \uc2a4\ud3ec\uce20 \ubd84\uc11d \ubc0f \uc131\uacfc \ucd94\uc801<\/h3>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \uc2a4\ud3ec\uce20 \ubd84\uc11d\uc744 \ud601\uc2e0\ud558\uc5ec \ud300\uacfc \ucf54\uce58\uac00 \uc120\uc218\uc758 \uc6c0\uc9c1\uc784\uc744 \ubd84\uc11d\ud558\uace0, \uac8c\uc784 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uace0, \ud32c \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uac8c \ud588\uc2b5\ub2c8\ub2e4. AI \uae30\ubc18 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc740 \uc120\uc218 \uc704\uce58, \ubcfc \uada4\uc801, \uac8c\uc784 \uc5ed\ud559\uc5d0 \ub300\ud55c \uc2e4\uc2dc\uac04 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud50c\ub808\uc774\uc5b4 \uc131\uacfc \ubd84\uc11d<\/strong> \u2013 \uac1c\ubcc4 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc18d\ub3c4, \uac00\uc18d\ub3c4, \uc704\uce58\ub97c \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac8c\uc784 \uc804\ub7b5 \ucd5c\uc801\ud654<\/strong> \u2013 \ucf54\uce58\ub294 \uc0c1\ub300\uc758 \uc6c0\uc9c1\uc784 \ud328\ud134\uc5d0 \ub530\ub77c \uc804\uc220\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud574 \uac1d\uccb4 \ucd94\uc801 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac00\uc0c1 \ub9ac\ud50c\ub808\uc774\uc640 \uc99d\uac15 \ud604\uc2e4<\/strong> \u2013 AI\uac00 \uac15\ud654\ud55c \ub9ac\ud50c\ub808\uc774\ub294 \uacf5\uc758 \uada4\uc801, \uc120\uc218\uc758 \uc6c0\uc9c1\uc784 \ud788\ud2b8\ub9f5, \uc804\uc220\uc801 \ud3ec\uba54\uc774\uc158\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc790\ub3d9\ud654\ub41c \uc2ec\ud310<\/strong> \u2013 \uac1d\uccb4 \ucd94\uc801\uc740 \ucd95\uad6c\ub098 \ub18d\uad6c\uc640 \uac19\uc740 \uc2a4\ud3ec\uce20\uc5d0\uc11c \uace8\ub77c\uc778 \uae30\uc220, \ud30c\uc6b8 \uac10\uc9c0, \uc624\ud504\uc0ac\uc774\ub4dc \ud310\uc815\uc5d0 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc0ac\uc6a9\ub41c \uae30\uc220<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud50c\ub808\uc774\uc5b4 \uc6c0\uc9c1\uc784 \ucd94\uc801\uc744 \uc704\ud55c \ud3ec\uc988 \ucd94\uc815(OpenPose, AlphaPose)<\/li>\n\n\n\n<li>\uc2a4\ud3ec\uce20 \uc7a5\ube44(\uc608: \uc2a4\ub9c8\ud2b8 \ub18d\uad6c\uacf5, \uc13c\uc11c \uc7a5\ucc29 \uc800\uc9c0)\uc758 RFID \uae30\ubc18 \ucd94\uc801<\/li>\n\n\n\n<li>\ucef4\ud4e8\ud130 \ube44\uc804 \uae30\ubc18 \ubcfc \ucd94\uc801(\ud14c\ub2c8\uc2a4\uc640 \ud06c\ub9ac\ucf13\uc758 \ud638\ud06c\uc544\uc774 \uae30\uc220)<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc608\uc2dc \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>NBA\ub294 AI \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc29b \uc815\ud655\ub3c4, \uc218\ube44 \uc804\ub7b5, \uc120\uc218 \ud53c\ub85c \uc218\uc900\uc744 \ubd84\uc11d\ud558\uc5ec \ud300\uc5d0 \uc131\uacfc\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \ud1b5\ucc30\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5. \ud5ec\uc2a4\ucf00\uc5b4 \ubc0f \uc758\ub8cc \uc601\uc0c1<\/h3>\n\n\n\n<p>\uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc740 \ud658\uc790 \ubaa8\ub2c8\ud130\ub9c1, AI \uc9c0\uc6d0 \uc9c4\ub2e8 \ubc0f \uc758\ub8cc \uc601\uc0c1\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4. \ucd94\uc801 \uae30\uc220\uc740 \uc758\uc0ac\uc640 \uc758\ub8cc \uc804\ubb38\uac00\uac00 \uc774\uc0c1\uc744 \uac10\uc9c0\ud558\uace0, \uc6b4\ub3d9 \uc7a5\uc560\ub97c \ucd94\uc801\ud558\uace0, \ub85c\ubd07 \uc218\uc220\uc744 \uc9c0\uc6d0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ud658\uc790 \uc774\ub3d9 \ubaa8\ub2c8\ud130\ub9c1<\/strong> \u2013 \ubcd1\uc6d0\uc5d0\uc11c \ub178\ub839\uc790\ub098 \uc7a5\uc560\uc778 \ud658\uc790\ub97c \ucd94\uc801\ud558\uc5ec \ub118\uc5b4\uc9d0, \ubd88\uaddc\uce59\ud55c \uc6c0\uc9c1\uc784, \ud65c\ub3d9 \ubd80\uc871 \ub4f1\uc744 \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>AI \uc9c0\uc6d0 \uc9c4\ub2e8<\/strong> \u2013 \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud558\uc5ec X\uc120 \ubc0f MRI \uc2a4\uce94\uc5d0\uc11c \uc885\uc591 \uc131\uc7a5, \uc9c8\ubcd1 \uc9c4\ud589 \ubc0f \uc774\uc0c1\uc744 \ucd94\uc801\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc218\uc220 \ub85c\ubd07 \ubc0f \ubaa8\uc158 \ucd94\uc801<\/strong> \u2013 AI \uae30\ubc18 \ub85c\ubd07 \ud314\uc740 \uc678\uacfc\uc758\uc0ac\uc758 \uc190 \uc6c0\uc9c1\uc784\uc744 \ucd94\uc801\ud558\uc5ec \uc815\ud655\ud55c \uc218\uc220\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubcd1\uc6d0\uc758 \uac10\uc5fc \uad00\ub9ac<\/strong> \u2013 \ud658\uc790 \uc0c1\ud638\uc791\uc6a9, \uc190 \uc704\uc0dd \uc900\uc218, \uc624\uc5fc \uc704\ud5d8\uc744 \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc0ac\uc6a9\ub41c \uae30\uc220<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ub3d9\uc791 \uc7a5\uc560 \ucd94\uc801\uc744 \uc704\ud55c \ud3ec\uc988 \ucd94\uc815(\uc608: \ud30c\ud0a8\uc2a8\ubcd1 \ud3c9\uac00)<\/li>\n\n\n\n<li>\ub525\ub7ec\ub2dd \ubd84\ud560\uc744 \uc774\uc6a9\ud55c MRI \ubc0f CT \uc2a4\uce94 \uac1d\uccb4 \ucd94\uc801<\/li>\n\n\n\n<li>\ubc1c\uc5f4 \ubc0f \uac10\uc5fc \ubc1c\uc0dd \uac10\uc9c0\ub97c \uc704\ud55c AI \uae30\ubc18 \uc5f4\ud654\uc0c1 \uce74\uba54\ub77c<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\uc608\uc2dc \uc0ac\uc6a9 \uc0ac\ub840<\/h4>\n\n\n\n<p>AI \uae30\ubc18 \uc54c\uce20\ud558\uc774\uba38 \ud658\uc790\uc758 \uc6c0\uc9c1\uc784 \ucd94\uc801\uc740 \uc758\uc0ac\uac00 \ubcf4\ud589 \ud328\ud134\uacfc \uc778\uc9c0 \ubc18\uc751 \uc2dc\uac04\uc744 \ubd84\uc11d\ud558\uc5ec \uc9c8\ubcd1 \uc9c4\ud589\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \uce58\ub8cc \uacc4\ud68d\uc744 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801\uc740 \uc5ec\ub7ec \uc0b0\uc5c5\uc5d0\uc11c \ud6a8\uc728\uc131, \uc548\uc804\uc131 \ubc0f \uc758\uc0ac \uacb0\uc815\uc744 \uac15\ud654\ud558\ub294 \ud601\uc2e0\uc801\uc778 \uae30\uc220\uc785\ub2c8\ub2e4. \ubc94\uc8c4 \ud65c\ub3d9 \ud0d0\uc9c0, \uc790\uc728 \uc8fc\ud589 \ucc28\ub7c9 \ub0b4\ube44\uac8c\uc774\uc158 \uac1c\uc120, \uc18c\ub9e4 \uc1fc\ud551 \ud328\ud134 \ubd84\uc11d, \uc2a4\ud3ec\uce20 \uc804\ub7b5 \uac1c\uc120 \ub610\ub294 \uc758\ub8cc \uc9c4\ub2e8 \uc9c0\uc6d0 \ub4f1 \ub525 \ub7ec\ub2dd \uae30\ubc18 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc740 \uacc4\uc18d\ud574\uc11c \uc9c4\ud654\ud558\uace0 \ud601\uc2e0\uc758 \uacbd\uacc4\ub97c \ub113\ud788\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>AI\uc640 \ucef4\ud4e8\ud130 \ube44\uc804\uc774 \uacc4\uc18d \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ubbf8\ub798\uc758 \ucd94\uc801 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\ub294 \uc5e3\uc9c0 \ucef4\ud4e8\ud305, \uc790\uccb4 \uac10\ub3c5 \ud559\uc2b5, \uc2e4\uc2dc\uac04 3D \ucd94\uc801\uc774 \ud1b5\ud569\ub420 \uac00\ub2a5\uc131\uc774 \ub192\uc73c\uba70, \ud5a5\ud6c4 \uba87 \ub144 \ub3d9\uc548 \uac1d\uccb4 \ucd94\uc801\uc740 \ub354\uc6b1 \uc815\ud655\ud558\uace0 \ud655\uc7a5 \uac00\ub2a5\ud558\uba70 \uc9c0\ub2a5\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"237\" height=\"40\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2024\/07\/flypix-logo.svg\" alt=\"\ud50c\ub77c\uc774\ud53d\uc2a4 AI\" class=\"wp-image-156767\" style=\"width:840px;height:auto\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 150w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/flypix-logo.svg 237w\" sizes=\"(max-width: 237px) 100vw, 237px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">FlyPix AI\ub97c \uc0ac\uc6a9\ud55c \uc9c0\ub9ac\uacf5\uac04 \uac1d\uccb4 \ucd94\uc801<\/h2>\n\n\n\n<p>\uac1d\uccb4 \ucd94\uc801 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc5b4\ub835\uace0 \ud601\uc2e0\uc801\uc778 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8 \uc911 \ud558\ub098\ub294 \uc9c0\ub9ac\uacf5\uac04 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ucd94\uc801\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub300\uaddc\ubaa8 \uc778\ud504\ub77c \ubaa8\ub2c8\ud130\ub9c1, \ud658\uacbd \ubcc0\ud654 \ubd84\uc11d \ub610\ub294 \ub3c4\uc2dc \uacc4\ud68d \ucd5c\uc801\ud654 \uc5ec\ubd80\uc5d0 \uad00\uacc4\uc5c6\uc774 \uae30\uc874 \uac1d\uccb4 \ucd94\uc801 \ubc29\ubc95\uc740 \uc885\uc885 \uc704\uc131 \ubc0f \ud56d\uacf5 \uc774\ubbf8\uc9c0\uc758 \uaddc\ubaa8, \ud574\uc0c1\ub3c4 \ubc0f \ubcf5\uc7a1\uc131\uc5d0 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>~\uc5d0 <a href=\"https:\/\/flypix.ai\/ko\/\" target=\"_blank\" rel=\"noreferrer noopener\">\ud50c\ub77c\uc774\ud53d\uc2a4 AI,<\/a> \uc6b0\ub9ac\ub294 \uacf5\uac04 \ubd84\uc11d\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub41c \ucd5c\ucca8\ub2e8 AI \uae30\ubc18 \uac1d\uccb4 \ucd94\uc801 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc5d0 \ucd08\uc810\uc744 \ub9de\ucd98 \uae30\uc874 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uacfc \ub2ec\ub9ac, \ub2f9\uc0ac \ud50c\ub7ab\ud3fc\uc740 \uace0\ud574\uc0c1\ub3c4 \uc704\uc131, \ub4dc\ub860 \ubc0f \ud56d\uacf5 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \uac10\uc9c0, \ubd84\ub958 \ubc0f \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI\uc758 \uac1d\uccb4 \ucd94\uc801 \uc194\ub8e8\uc158\uc758 \ud61c\ud0dd\uc744 \ubc1b\ub294 \uc0b0\uc5c5<\/h3>\n\n\n\n<p>\ub2f9\uc0ac\uc758 \uae30\uc220\uc740 \uc0b0\uc5c5\uc774 \uacf5\uac04 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc744 \ud65c\uc6a9\ud558\ub294 \ubc29\uc2dd\uc744 \ud601\uc2e0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac74\uc124 \ubc0f \uc778\ud504\ub77c<\/strong> \u2013 \ud504\ub85c\uc81d\ud2b8 \uc9c4\ud589 \uc0c1\ud669 \ucd94\uc801, \ub3c4\ub85c \ud655\uc7a5 \ubc0f \uaddc\uc815 \uc900\uc218 \ubaa8\ub2c8\ud130\ub9c1.<\/li>\n\n\n\n<li><strong>\ud56d\uad6c \ubc0f \ubb3c\ub958 \uc6b4\uc601<\/strong> \u2013 \ud654\ubb3c \uc774\ub3d9 \ubc0f \uacf5\uae09\ub9dd \ucd94\uc801 \ubaa8\ub2c8\ud130\ub9c1.<\/li>\n\n\n\n<li><strong>\ub18d\uc5c5 \ubc0f \uc784\uc5c5<\/strong> \u2013 \uc0bc\ub9bc \ubc8c\ucc44 \uc2dd\ubcc4, \uc791\ubb3c \uac74\uac15 \ubd84\uc11d \ubc0f \uc218\ud655\ub7c9 \ucd94\uc815.<\/li>\n\n\n\n<li><strong>\uc815\ubd80 \ubc0f \uc2a4\ub9c8\ud2b8 \uc2dc\ud2f0<\/strong> \u2013 \ub3c4\uc2dc \ud655\uc7a5, \ud1a0\uc9c0 \uc774\uc6a9 \ubcc0\ud654 \ubc0f \uacf5\uacf5 \uc548\uc804 \uac15\ud654 \ucd94\uc801.<\/li>\n\n\n\n<li><strong>\uc5d0\ub108\uc9c0 \ubc0f \ud658\uacbd<\/strong> \u2013 \uc7ac\uc0dd \uc5d0\ub108\uc9c0 \uc124\ube44, \uc11d\uc720 \ubc0f \uac00\uc2a4 \uc6b4\uc601, \ud658\uacbd \uc704\ud5d8 \ubaa8\ub2c8\ud130\ub9c1.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">FlyPix AI: \uc9c0\ub9ac\uacf5\uac04 \uac1d\uccb4 \ucd94\uc801\uc758 \ubbf8\ub798<\/h3>\n\n\n\n<p>FlyPix AI\uc5d0\uc11c \uc6b0\ub9ac\ub294 AI\uc640 \uc9c0\ub9ac\uacf5\uac04 \uc778\ud154\ub9ac\uc804\uc2a4 \uac04\uc758 \uaca9\ucc28\ub97c \uba54\uc6cc \uac1d\uccb4 \ucd94\uc801\uc744 \uc7ac\uc815\uc758\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2f9\uc0ac \ud50c\ub7ab\ud3fc\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uacfc \uc5f0\uad6c\uc790\ub294 \uad11\ub300\ud55c \uc9c0\ub9ac\uc801 \uc601\uc5ed\uc5d0\uc11c \ub192\uc740 \uc815\ubc00\ub3c4\uc640 \ud6a8\uc728\uc131\uc73c\ub85c \uac1d\uccb4\ub97c \ud0d0\uc9c0, \ubd84\uc11d \ubc0f \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc815\ubd80 \uae30\uad00, \ud658\uacbd \uc5f0\uad6c\uc6d0, \ubb3c\ub958 \uad00\ub9ac\uc790 \ub610\ub294 \ub3c4\uc2dc \uacc4\ud68d\uc790\uc774\ub4e0, FlyPix AI\ub294 \uc704\uc131 \ubc0f \ud56d\uacf5 \uc0ac\uc9c4\uc5d0\uc11c \uc2e4\ud589 \uac00\ub2a5\ud55c \ud1b5\ucc30\ub825\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \ub3c4\uad6c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uacb0\ub860<\/h2>\n\n\n\n<p>\ub525 \ub7ec\ub2dd\uc740 \uac1d\uccb4 \ucd94\uc801 \uae30\uc220\uc744 \uc0c1\ub2f9\ud788 \ubc1c\uc804\uc2dc\ucf1c \ub354 \uc815\ud655\ud558\uace0, \ub354 \ube60\ub974\uace0, \ub354 \uc2e0\ub8b0\ud560 \uc218 \uc788\uac8c \ub9cc\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4. Deep SORT, OpenCV \ucd94\uc801, MDNet\uacfc \uac19\uc740 \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\uc740 \ud3d0\uc0c9, \ubc30\uacbd \uc0b0\ub9cc, \ud06c\uae30 \ubcc0\ud654\uac00 \ud3ec\ud568\ub41c \ubcf5\uc7a1\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c\ub3c4 \uc2e4\uc2dc\uac04\uc73c\ub85c \uac1d\uccb4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucd94\uc801\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uac1d\uccb4 \ucd94\uc801\uc740 \ubcf4\uc548, \uc790\uc728 \uc8fc\ud589, \ub9ac\ud14c\uc77c \ubd84\uc11d, \uc758\ub8cc\ub97c \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>\uc2e0\uc6d0 \uc804\ud658 \ubc0f \ub3d9\uc791 \uc608\uce21 \uc624\ub958\uc640 \uac19\uc740 \uacfc\uc81c\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\ub294 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\uc120\ud558\uc5ec \uc131\ub2a5\uacfc \uacc4\uc0b0 \ud6a8\uc728\uc131\uc744 \ubaa8\ub450 \uac1c\uc120\ud558\uae30 \uc704\ud574 \uacc4\uc18d \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uacfc \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ud601\uc2e0\uc73c\ub85c \uac1d\uccb4 \ucd94\uc801\uc758 \ubbf8\ub798\ub294 \uc720\ub9dd\ud558\uba70, \ud6e8\uc52c \ub354 \uc815\uad50\ud55c \uc2e4\uc81c \uc138\uacc4 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uc704\ud55c \uae38\uc744 \uc5f4\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739829094732\"><strong class=\"schema-faq-question\">1. \ub525\ub7ec\ub2dd \uac1d\uccb4 \ucd94\uc801\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/strong> <p class=\"schema-faq-answer\">\ub525 \ub7ec\ub2dd \uac1d\uccb4 \ucd94\uc801\uc740 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube44\ub514\uc624\ub098 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0 \ucd94\uc801\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uac1d\uccb4\uc5d0 \uace0\uc720 ID\ub97c \ud560\ub2f9\ud558\uace0 \ud504\ub808\uc784 \uc804\uccb4\uc5d0\uc11c \ucd94\uc801\ud558\ub294\ub370, \uac1d\uccb4\uac00 \uac00\ub824\uc9c0\uac70\ub098 \ubaa8\uc591\uc774 \ubc14\ub00c\ub354\ub77c\ub3c4 \ub9c8\ucc2c\uac00\uc9c0\uc785\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829101053\"><strong class=\"schema-faq-question\">2. \uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \uc720\ud615\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">\uc5ec\uae30\uc5d0\ub294 \uc5ec\ub7ec \uc720\ud615\uc774 \uc788\ub294\ub370, \ube44\ub514\uc624 \uc804\uccb4\uc5d0\uc11c \ud558\ub098\uc758 \uac1d\uccb4\ub97c \ucd94\uc801\ud558\ub294 \ub2e8\uc77c \uac1d\uccb4 \ucd94\uc801(SOT)\uacfc \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ucd94\uc801\ud558\ub294 \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801(MOT)\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ube44\ub514\uc624 \ucd94\uc801\uc740 \uc2e4\uc2dc\uac04 \ub610\ub294 \ub179\ud654\ub41c \uc601\uc0c1\uc744 \ucc98\ub9ac\ud558\ub294 \ubc18\uba74, \uc2dc\uac01\uc801 \ucd94\uc801\uc740 \uac1d\uccb4\uc758 \ubbf8\ub798 \uc704\uce58\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \ucd94\uc801\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c \uc815\uc801 \uc774\ubbf8\uc9c0\ub97c \uac10\uc9c0\ud558\uace0 \ucd94\uc801\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829107385\"><strong class=\"schema-faq-question\">3. \uac1d\uccb4 \ucd94\uc801\uc758 \uac00\uc7a5 \ud070 \uacfc\uc81c\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">\uc8fc\uc694 \uacfc\uc81c \uc911 \ud558\ub098\ub294 \uac1d\uccb4\uac00 \ubd80\ubd84\uc801\uc73c\ub85c \ub610\ub294 \uc644\uc804\ud788 \uc228\uaca8\uc9c0\ub294 \uc624\ud074\ub8e8\uc804\uc785\ub2c8\ub2e4. \uc720\uc0ac\ud55c \ubaa8\uc591\uc758 \uac1d\uccb4\uac00 \ud63c\ub3d9\ub418\uba74 \uc2e0\uc6d0 \uc804\ud658\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \ubc30\uacbd \ud074\ub7ec\ud130\ub294 \uac10\uc9c0\ub97c \ub354 \uc5b4\ub835\uac8c \ub9cc\ub4e4\uace0, \uc2a4\ucf00\uc77c \ubcc0\ud654\ub294 \uc815\ud655\ub3c4\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uc5d0\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uae30 \uc704\ud574 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829114652\"><strong class=\"schema-faq-question\">4. \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">\uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 Deep SORT, CSRT \ubc0f KCF\uc640 \uac19\uc740 OpenCV \uae30\ubc18 \ucd94\uc801\uae30, MDNet\uacfc \uac19\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uce7c\ub9cc \ud544\ud130\ub294 \uc885\uc885 \ub3d9\uc791 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ubc18\uba74, ByteTrack\uc740 \uc5f0\uad00 \uc804\uc5d0 \uac10\uc9c0 \uacb0\uacfc\ub97c \uc815\uc81c\ud558\uc5ec \ub2e4\uc911 \uac1d\uccb4 \ucd94\uc801\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829126198\"><strong class=\"schema-faq-question\">5. Deep SORT\ub294 \uc5b4\ub5bb\uac8c \uac1d\uccb4 \ucd94\uc801\uc744 \uac1c\uc120\ud569\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">Deep SORT\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc678\uad00 \ud2b9\uc9d5\uc744 \ud1b5\ud569\ud558\uc5ec \uc6d0\ub798 SORT \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc624\ud074\ub8e8\uc804 \ud6c4 \uac1d\uccb4\ub97c \ub2e4\uc2dc \uc2dd\ubcc4\ud558\uace0, ID \uc2a4\uc704\uce58\ub97c \uc904\uc774\uace0, \ubcf5\uc7a1\ud55c \ub3d9\uc791 \ud328\ud134\uc744 \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac10\uc2dc, \uc790\uc728 \uc8fc\ud589 \ubc0f \uc2a4\ud3ec\uce20 \ubd84\uc11d\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829158907\"><strong class=\"schema-faq-question\">6. \uc5b4\ub5a4 \uc0b0\uc5c5\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud569\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">\uac1d\uccb4 \ucd94\uc801\uc740 \ubcf4\uc548 \ubc0f \uac10\uc2dc, \uc790\uc728 \uc8fc\ud589\ucc28, \ub9ac\ud14c\uc77c \ubd84\uc11d, \uc758\ub8cc \ubc0f \uc2a4\ud3ec\uce20\uc640 \uac19\uc740 \uc0b0\uc5c5\uc5d0\uc11c \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc0ac\ub78c\uacfc \uc0ac\ubb3c\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \uace0\uac1d \ud589\ub3d9\uc744 \ubd84\uc11d\ud558\uace0, \uc790\uc728 \uc8fc\ud589\ucc28\uc758 \uc548\uc804\uc744 \uac1c\uc120\ud558\uace0, \uc2a4\ud3ec\uce20\uc5d0\uc11c \uc131\uacfc \ubd84\uc11d\uc744 \uac15\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739829170343\"><strong class=\"schema-faq-question\">7. \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/strong> <p class=\"schema-faq-answer\">\uc778\uae30 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc5d0\ub294 OpenCV, MATLAB\uc758 Computer Vision Toolbox, \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \ube44\uc804 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud55c Viso Suite, Deep SORT\ub97c YOLO \uae30\ubc18 \uac1d\uccb4 \uac10\uc9c0\uae30\uc640 \ud1b5\ud569\ud558\uae30 \uc704\ud55c Ikomia API\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \uac1c\ubc1c\uc790\uac00 \uac1d\uccb4 \ucd94\uc801 \uc2dc\uc2a4\ud15c\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \uad6c\ud604\ud558\uace0 \ud655\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p> <\/div> <\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>","protected":false},"excerpt":{"rendered":"<p>Object tracking is a fundamental task in computer vision that involves identifying and following objects in a video stream. With the rise of deep learning, object tracking has become more accurate, robust, and efficient. This guide explores various aspects of deep learning object tracking, including algorithms, challenges, applications, and software solutions. Understanding Object Tracking: Principles [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173926,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-174072","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep Learning Object Tracking: Algorithms, Challenges, and Applications<\/title>\n<meta name=\"description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. A comprehensive guide to state-of-the-art tracking methods.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/flypix.ai\/ko\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\" \/>\n<meta property=\"og:description\" content=\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. A comprehensive guide to state-of-the-art tracking methods.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/flypix.ai\/ko\/deep-learning-object-tracking\/\" \/>\n<meta property=\"og:site_name\" content=\"Flypix\" \/>\n<meta property=\"article:published_time\" content=\"2025-02-17T21:53:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-02-18T12:03:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/pexels-divinetechygirl-1181263-scaled.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2560\" \/>\n\t<meta property=\"og:image:height\" content=\"1709\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"FlyPix AI Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"FlyPix AI Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"26\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"author\":{\"name\":\"FlyPix AI Team\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/#\\\/schema\\\/person\\\/762b2907c30a8062bd4dc28816c472e3\"},\"headline\":\"Deep Learning Object Tracking: A Comprehensive Guide\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\"},\"wordCount\":5664,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"articleSection\":[\"Articles\"],\"inLanguage\":\"ko-KR\"},{\"@type\":[\"WebPage\",\"FAQPage\"],\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/\",\"name\":\"Deep Learning Object Tracking: Algorithms, Challenges, and Applications\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/flypix.ai\\\/wp-content\\\/uploads\\\/2025\\\/02\\\/pexels-divinetechygirl-1181263-scaled.jpg\",\"datePublished\":\"2025-02-17T21:53:04+00:00\",\"dateModified\":\"2025-02-18T12:03:16+00:00\",\"description\":\"Explore deep learning object tracking, from algorithms like Deep SORT to challenges, applications, and software solutions. 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What is deep learning object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep learning object tracking is a method that uses neural networks to detect and track objects in videos or images. It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.\",\"inLanguage\":\"ko-KR\"},\"inLanguage\":\"ko-KR\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829101053\",\"position\":2,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829101053\",\"name\":\"2. What are the main types of object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"There are several types, including single object tracking (SOT), where one object is tracked throughout a video, and multiple object tracking (MOT), which follows multiple objects simultaneously. 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Additionally, real-time processing requires highly efficient algorithms to maintain speed and accuracy.\",\"inLanguage\":\"ko-KR\"},\"inLanguage\":\"ko-KR\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829114652\",\"position\":4,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829114652\",\"name\":\"4. What are the most popular object tracking algorithms?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Some of the most widely used algorithms include Deep SORT, OpenCV-based trackers like CSRT and KCF, and deep learning models like MDNet. Kalman filters are often used for motion prediction, while ByteTrack improves multi-object tracking by refining detection results before association.\",\"inLanguage\":\"ko-KR\"},\"inLanguage\":\"ko-KR\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829126198\",\"position\":5,\"url\":\"https:\\\/\\\/flypix.ai\\\/zh\\\/deep-learning-object-tracking\\\/#faq-question-1739829126198\",\"name\":\"5. How does Deep SORT improve object tracking?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Deep SORT builds upon the original SORT algorithm by incorporating deep learning-based appearance features. This allows it to re-identify objects after occlusion, reduce identity switches, and handle complex motion patterns more effectively. 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It assigns unique IDs to objects and follows them across frames, even if they undergo occlusion or changes in appearance.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","position":2,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829101053","name":"2. \uac1d\uccb4 \ucd94\uc801\uc758 \uc8fc\uc694 \uc720\ud615\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"There are several types, including single object tracking (SOT), where one object is tracked throughout a video, and multiple object tracking (MOT), which follows multiple objects simultaneously. Video tracking deals with real-time or recorded footage, while visual tracking predicts an object's future position. Image tracking is used for detecting and tracking static images in datasets.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","position":3,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829107385","name":"3. \uac1d\uccb4 \ucd94\uc801\uc758 \uac00\uc7a5 \ud070 \uacfc\uc81c\ub294 \ubb34\uc5c7\uc785\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"One of the main challenges is occlusion, where objects become partially or fully hidden. Identity switching occurs when similar-looking objects are confused. Background clutter makes detection more difficult, and scale variations can affect accuracy. Additionally, real-time processing requires highly efficient algorithms to maintain speed and accuracy.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","position":4,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829114652","name":"4. \uac00\uc7a5 \uc778\uae30 \uc788\ub294 \uac1d\uccb4 \ucd94\uc801 \uc54c\uace0\ub9ac\uc998\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Some of the most widely used algorithms include Deep SORT, OpenCV-based trackers like CSRT and KCF, and deep learning models like MDNet. Kalman filters are often used for motion prediction, while ByteTrack improves multi-object tracking by refining detection results before association.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","position":5,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829126198","name":"5. Deep SORT\ub294 \uc5b4\ub5bb\uac8c \uac1d\uccb4 \ucd94\uc801\uc744 \uac1c\uc120\ud569\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Deep SORT builds upon the original SORT algorithm by incorporating deep learning-based appearance features. This allows it to re-identify objects after occlusion, reduce identity switches, and handle complex motion patterns more effectively. It is widely used in surveillance, autonomous driving, and sports analytics.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","position":6,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829158907","name":"6. \uc5b4\ub5a4 \uc0b0\uc5c5\uc5d0\uc11c \uac1d\uccb4 \ucd94\uc801\uc744 \uc0ac\uc6a9\ud569\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Object tracking is essential in industries such as security and surveillance, autonomous vehicles, retail analytics, healthcare, and sports. It helps monitor people and objects, analyze customer behavior, improve safety in self-driving cars, and enhance performance analysis in sports.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","position":7,"url":"https:\/\/flypix.ai\/zh\/deep-learning-object-tracking\/#faq-question-1739829170343","name":"7. \uac1d\uccb4 \ucd94\uc801\uc744 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc194\ub8e8\uc158\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Popular software solutions include OpenCV, MATLAB\u2019s Computer Vision Toolbox, Viso Suite for enterprise AI vision applications, and Ikomia API for integrating Deep SORT with YOLO-based object detectors. These tools allow developers to implement and scale object tracking systems efficiently.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts\/174072","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/comments?post=174072"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts\/174072\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/media\/173926"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/media?parent=174072"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/categories?post=174072"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/tags?post=174072"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}