{"id":182588,"date":"2026-02-26T07:32:42","date_gmt":"2026-02-26T07:32:42","guid":{"rendered":"https:\/\/flypix.ai\/?p=182588"},"modified":"2026-02-26T07:32:43","modified_gmt":"2026-02-26T07:32:43","slug":"how-to-check-image-recognition-accuracy","status":"publish","type":"post","link":"https:\/\/flypix.ai\/ko\/how-to-check-image-recognition-accuracy\/","title":{"rendered":"\uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \ud655\uc778\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"

\uc774\ubbf8\uc9c0 \uc778\uc2dd \ubaa8\ub378\uc774 \uc2e4\ud328\ud558\ub294 \uc774\uc720\ub294 \uc544\ud0a4\ud14d\ucc98\uac00 \uc798\ubabb\ub418\uc5c8\uae30 \ub54c\ubb38\uc778 \uacbd\uc6b0\uac00 \ub4dc\ubb45\ub2c8\ub2e4. \uc815\ud655\ub3c4\uc5d0 \ub300\ud55c \uc624\ud574, \uc798\ubabb\ub41c \uce21\uc815 \ubc29\uc2dd, \ub610\ub294 \ud604\uc2e4\uc744 \ubc18\uc601\ud558\uc9c0 \uc54a\ub294 \uc870\uac74\uc5d0\uc11c\uc758 \uac80\uc99d \ub54c\ubb38\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc740 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c\ub294 \uc778\uc0c1\uc801\uc778 \uc131\ub2a5\uc744 \ubcf4\uc77c \uc218 \uc788\uc9c0\ub9cc, \uc2e4\uc81c \ub370\uc774\ud130\uc5d0 \ubd80\ub52a\ud788\ub294 \uc21c\uac04 \ubb34\ub108\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \uac80\uc99d\ud558\ub294 \uac83\uc740 \ub2e8\uc21c\ud788 \ud558\ub098\uc758 \uc810\uc218\ub97c \ucad3\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ubb34\uc5c7\uc744 \uc81c\ub300\ub85c \uc778\uc2dd\ud558\uace0, \ubb34\uc5c7\uc744 \ub193\uce58\uba70, \uc65c \uadf8\ub7f0 \uc624\ub958\uac00 \ubc1c\uc0dd\ud558\ub294\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc815\ud655\ub3c4\ub294 \ub2e4\uc591\ud55c \uc9c0\ud45c, \uac80\uc99d \ubc29\uc2dd, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc2dc\ub098\ub9ac\uc624\uc5d0 \ub300\ud55c \uacf5\uc815\ud55c \ud14c\uc2a4\ud2b8\uc758 \uc870\ud569\uc73c\ub85c \uacb0\uc815\ub429\ub2c8\ub2e4. \uc774 \uac00\uc774\ub4dc\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc744 \ud3c9\uac00\ud558\uc5ec \uc2e4\uc81c\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c\uc9c0 \uc5ec\ubd80\ub97c \ud310\ub2e8\ud558\ub294 \ubc29\ubc95\uc744 \uc548\ub0b4\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc804\ubc18\uc801\uc778 \uc815\ud655\ub3c4\uac00 \uc9c4\uc2e4\uc744 \uac70\uc758 \ub9d0\ud574\uc8fc\uc9c0 \uc54a\ub294 \uc774\uc720<\/h2>\n\n\n\n

\uc804\ubc18\uc801\uc778 \uc815\ud655\ub3c4\ub294 \uac00\uc7a5 \uc77c\ubc18\uc801\uc778 \uc9c0\ud45c\uc774\uc9c0\ub9cc, \ud504\ub85c\uc81d\ud2b8\uac00 \ub2e8\uc21c\ud55c \ubb38\uc81c\ub97c \ub118\uc5b4\uc124\uc218\ub85d \uac00\uc7a5 \uc815\ubcf4\ub825\uc774 \ub5a8\uc5b4\uc9c0\ub294 \uc9c0\ud45c\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc774\ub294 \uc608\uce21\uc774 \ub808\uc774\ube14\uacfc \uc77c\uce58\ud558\ub294 \ube48\ub3c4\ub97c \uce21\uc815\ud558\uc9c0\ub9cc, \ud074\ub798\uc2a4 \ubd88\uade0\ud615, \uc624\ub958 \uc2ec\uac01\ub3c4 \ubc0f \ubd84\ud3ec \ubcc0\ud654\ub97c \uace0\ub824\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ubaa8\ub378\uc740 \ud754\ud558\uace0 \uc26c\uc6b4 \uc0ac\ub840\uc5d0\uc11c\ub294 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uc9c0\ub9cc \ub4dc\ubb3c\uc9c0\ub9cc \uc911\uc694\ud55c \uc0ac\ub840\uc5d0\uc11c\ub294 \uc9c0\uc18d\uc801\uc73c\ub85c \uc2e4\ud328\ud55c\ub2e4\uba74 \ub9e4\uc6b0 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uae30\ub85d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \uadf8\ub7ec\ud55c \ub4dc\ubb38 \uc0ac\ub840\ub4e4\uc774 \ubc14\ub85c \ubaa8\ub378\uc774 \uc874\uc7ac\ud558\ub294 \uc774\uc720\uc778 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc804\ubc18\uc801\uc778 \uc815\ud655\ub3c4\uac00 \uc644\uc804\ud788 \uc4f8\ubaa8\uc5c6\ub294 \uac83\uc740 \uc544\ub2c8\uc9c0\ub9cc, \ud45c\uba74\uc801\uc778 \uc2e0\ud638\ub85c \uac04\uc8fc\ud574\uc57c \ud569\ub2c8\ub2e4. \uc815\ud655\ub3c4\ub294 \ubb34\uc5b8\uac00 \uba85\ubc31\ud558\uac8c \uace0\uc7a5 \ub0ac\ub294\uc9c0 \uc5ec\ubd80\ub97c \ub098\ud0c0\ub0bc \uc218\ub294 \uc788\uc9c0\ub9cc, \uc2dc\uc2a4\ud15c\uc758 \uc2e0\ub8b0\uc131\uc744 \ud655\uc99d\ud560 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc740 \ubaa8\ub378\uc758 \uc2e4\uc81c \ub3d9\uc791 \ubc29\uc2dd\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/h2>\n\n\n\n

\uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubaa8\ub378\uc774 \uc774\uc0c1\uc801\uc778 \uc870\uac74\uc744 \ubc97\uc5b4\ub0ac\uc744 \ub54c \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc8fc\ub294 \uccab \ubc88\uc9f8 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc804\uccb4 \uc815\ud655\ub3c4\uc640 \ub2ec\ub9ac, \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc740 \ubaa8\ub378 \uc131\ub2a5\uacfc \uc2e4\uc81c \uc131\ub2a5 \uac04\uc758 \uc808\ucda9\uc810\uc744 \ub4dc\ub7ec\ub0b4\uc90d\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc815\ud655\ub3c4: \uae0d\uc815\uc801 \uc608\uce21\uc758 \uc2e0\ub8b0\ub3c4<\/h3>\n\n\n\n

\uc815\ubc00\ub3c4\ub294 \ubaa8\ub378\uc774 \uae0d\uc815\uc801\uc778 \uc608\uce21\uc744 \ud588\uc744 \ub54c \uc5bc\ub9c8\ub098 \uc790\uc8fc \ub9de\ub294\uc9c0\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc815\ubc00\ub3c4\uac00 \ub0ae\ub2e4\ub294 \uac83\uc740 \uc2dc\uc2a4\ud15c\uc774 \ub9ce\uc740 \uc624\ud0d0\uc744 \uc0dd\uc131\ud55c\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \uac01 \ud0d0\uc9c0\uac00 \uc54c\ub9bc, \uc6cc\ud06c\ud50c\ub85c \ub610\ub294 \uc0ac\ub78c\uc758 \uac80\ud1a0\ub97c \uc720\ubc1c\ud558\uae30 \ub54c\ubb38\uc5d0 \uc774\ub7ec\ud55c \ud604\uc0c1\uc774 \ube60\ub974\uac8c \ubb38\uc81c\uac00 \ub429\ub2c8\ub2e4. \uae30\uc220\uc801\uc73c\ub85c \uc815\ud655\ud55c \ubaa8\ub378\uc774\ub77c\ub3c4 \ubd88\ud544\uc694\ud55c \uc8fc\uc758\ub97c \ub04a\uc784\uc5c6\uc774 \uc694\uad6c\ud55c\ub2e4\uba74 \uc0ac\uc6a9\ud558\uae30 \uc5b4\ub824\uc6cc\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud68c\uc0c1: \ubaa8\ub378\uc774 \ud604\uc2e4\uc744 \uc5bc\ub9c8\ub098 \uc798 \ud3ec\ucc29\ud558\ub294\uac00<\/h3>\n\n\n\n

\uc7ac\ud604\uc728\uc740 \ubaa8\ub378\uc774 \uc2e4\uc81c \uc874\uc7ac\ud558\ub294 \uac1d\uccb4 \uc911 \uc5bc\ub9c8\ub098 \ub9ce\uc740 \ubd80\ubd84\uc744 \ud0d0\uc9c0\ud558\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc8fc\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc7ac\ud604\uc728\uc774 \ub0ae\uc740 \ubaa8\ub378\uc740 \ud0d0\uc9c0\ud55c \uac1d\uccb4\uac00 \uc815\ud655\ud558\ub354\ub77c\ub3c4 \uc720\ud6a8\ud55c \uac1d\uccb4\ub97c \ub193\uce60 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. \ubaa8\ub2c8\ud130\ub9c1, \uc548\uc804 \ub610\ub294 \uaddc\uc815 \uc900\uc218 \uad00\ub828 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \ud0d0\uc9c0 \uc2e4\ud328\uac00 \uc624\ud0d0\uc9c0\ubcf4\ub2e4 \ub354 \ud070 \uc704\ud5d8\uc744 \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc801\uc808\ud55c \uc808\ucda9\uc548 \uc120\ud0dd\ud558\uae30<\/h3>\n\n\n\n

\uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc740 \uc11c\ub85c \ub2e4\ub978 \uc624\ub958 \uc720\ud615\uc744 \ub098\ud0c0\ub0b4\uba70, \uc5b4\ub290 \ucabd\uc774 \ud56d\uc0c1 \ub354 \ub098\uc740 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \uc5b4\ub5a4 \uc624\ub958\ub97c \ub354 \ud5c8\uc6a9\ud560\uc9c0 \uba85\ud655\ud558\uac8c \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacb0\uc815\uc740 \uc784\uacc4\uac12 \uc870\uc815, \ubaa8\ub378 \uc120\ud0dd, \uadf8\ub9ac\uace0 \uad81\uadf9\uc801\uc778 \uc815\ud655\ub3c4 \ud3c9\uac00 \ubc29\ubc95\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uccd0\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

FlyPix AI\uc5d0\uc11c \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \uc2e4\uc6a9\ud654\ud569\ub2c8\ub2e4<\/h2>\n\n\n\n

~\uc5d0 \ud50c\ub77c\uc774\ud53d\uc2a4 AI<\/a>, \uc800\ud76c\ub294 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c\ub3c4 \uc815\ud655\ub3c4\uac00 \uc720\uc9c0\ub418\uc5b4\uc57c \ud558\ub294 \uc774\ubbf8\uc9c0 \uc778\uc2dd \uae30\uc220\uc744 \ub2e4\ub8e8\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \uae68\ub057\ud55c \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub9cc\uc73c\ub85c\ub294 \uc815\ud655\ub3c4\ub97c \ud655\ubcf4\ud560 \uc218 \uc5c6\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc704\uc131, \ud56d\uacf5, \ub4dc\ub860 \uc774\ubbf8\uc9c0\ub294 \ubcf8\uc9c8\uc801\uc73c\ub85c \ubcf5\uc7a1\ud558\ubbc0\ub85c, \ub2e4\uc591\ud55c \ud658\uacbd, \uaddc\ubaa8, \ubcc0\ud654\uc5d0 \uad00\uacc4\uc5c6\uc774 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc800\ud76c\ub294 \uc815\ud655\ub3c4\ub97c \ub2e8\uc77c \uc810\uc218\ub85c\ub9cc \ucde8\uae09\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc800\ud76c \ud50c\ub7ab\ud3fc\uc740 \ud300\uc774 \ub9de\ucda4\ud615 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0, \ud0d0\uc9c0 \uacb0\uacfc\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \uac80\uc99d\ud558\uba70, \ube60\ub974\uac8c \ubc18\ubcf5 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub3c4\uba54\uc778 \uc9c0\uc2dd\uc744 \ubaa8\ub378\uc5d0 \uac00\uae5d\uac8c \uc720\uc9c0\ud558\uace0 \ud14c\uc2a4\ud2b8 \ubc0f \uc7ac\ud559\uc2b5\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud568\uc73c\ub85c\uc368, \uc815\ud655\ub3c4\ub97c \ud55c \ubc88 \uce21\uc815\ud558\ub294 \ub370 \uadf8\uce58\uc9c0 \uc54a\uace0 \ud300\uc774 \uc801\uadf9\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc815\ud655\ub3c4\ub294 \ubc30\ud3ec \ub2e8\uacc4\uc5d0\uc11c \uba48\ucd94\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc774\ubbf8\uc9c0\uac00 \ubcc0\ud654\ud568\uc5d0 \ub530\ub77c, \ub2f9\uc0ac\uc758 \uc6cc\ud06c\ud50c\ub85c\ub294 \uc9c0\uc18d\uc801\uc778 \uac80\uc99d \ubc0f \uc7ac\ud559\uc2b5\uc744 \uc9c0\uc6d0\ud558\uc5ec \ubaa8\ub378\uc774 \uc2e4\uc81c \ud658\uacbd \uc870\uac74\uc5d0 \ubd80\ud569\ud558\ub3c4\ub85d \uc720\uc9c0\ud558\uace0 \uad00\ub828\uc131\uc744 \uc810\uc9c4\uc801\uc73c\ub85c \ub5a8\uc5b4\ub728\ub9bd\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud575\uc2ec \uc815\ud655\ub3c4 \uc9c0\ud45c\ub97c \ud568\uaed8 \ud574\uc11d\ud558\uae30<\/h2>\n\n\n\n

\uae30\ubcf8\uc801\uc778 \uc815\ud655\ub3c4 \uc218\uce58\uac00 \ud655\ubcf4\ub418\uba74 \ube44\ub85c\uc18c \uc9c4\uc815\ud55c \uc791\uc5c5\uc774 \uc2dc\uc791\ub429\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc774 \uc2e4\ud328\ud558\ub294 \uc774\uc720\ub294 \ud2b9\uc815 \uc9c0\ud45c\uac00 \ub204\ub77d\ub418\uc5c8\uae30 \ub54c\ubb38\uc774 \uc544\ub2c8\ub77c, \uc9c0\ud45c\ub4e4\uc744 \uac1c\ubcc4\uc801\uc73c\ub85c \ud574\uc11d\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc810\uc218, IoU, mAP\ub294 \ubaa8\ub450 \ubaa8\ub378 \ub3d9\uc791\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc744 \ub098\ud0c0\ub0b4\uba70, \uc5b4\ub290 \ud558\ub098 \ub2e8\ub3c5\uc73c\ub85c\ub294 \uc758\ubbf8\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \ubaa9\ud45c\ub294 \uc774\ub7ec\ud55c \uc9c0\ud45c\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc0c1\ud638\uc791\uc6a9\ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \ud568\uaed8 \ubcfc \ub54c \ubb34\uc5c7\uc744 \ub4dc\ub7ec\ub0b4\ub294\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub514\ud14c\uc77c\uc744 \uc783\uc9c0 \uc54a\uace0 F1 \uc810\uc218\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95<\/h3>\n\n\n\n

F1 \uc810\uc218\ub294 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc744 \ud558\ub098\uc758 \uc218\uce58\ub85c \uacb0\ud569\ud55c \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc5b4\ub290 \ud55c \uc9c0\ud45c\uac00 \uc6b0\uc138\ud558\uc9c0 \uc54a\uc744 \ub54c \ube44\uad50\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud558\uc9c0\ub9cc F1 \uc810\uc218\ub294 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc744 \uc9c1\uc811 \ud655\uc778\ud558\ub294 \uac83\uc744 \uc808\ub300 \ub300\uccb4\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4. F1 \uc810\uc218\uac00 \ub3d9\uc77c\ud55c \ub450 \ubaa8\ub378\uc774\ub77c\ub3c4 \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c\ub294 \ub9e4\uc6b0 \ub2e4\ub974\uac8c \uc791\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5b4\ub5a4 \ubaa8\ub378\uc740 \ub4dc\ubb38 \uacbd\uc6b0\ub97c \ub193\uce60 \uc218 \uc788\uace0, \ub610 \ub2e4\ub978 \ubaa8\ub378\uc740 \uc2dc\uc2a4\ud15c\uc5d0 \uacfc\ub3c4\ud55c \uc624\ud0d0\uc9c0\ub97c \ubc1c\uc0dd\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

F1 \uc810\uc218\ub294 \uacb0\ub860\uc774 \uc544\ub2cc \uc694\uc57d\uc73c\ub85c \uac04\uc8fc\ud558\uc2ed\uc2dc\uc624.<\/p>\n\n\n\n

\uac1d\uccb4 \ud0d0\uc9c0 \uc815\ud655\ub3c4\uac00 \ud310\ub3c4\ub97c \ubc14\uafc9\ub2c8\ub2e4<\/h3>\n\n\n\n

\uac1d\uccb4 \ud0d0\uc9c0\uac00 \ud3ec\ud568\ub420 \uacbd\uc6b0 \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub294 \ub354\uc6b1 \ubcf5\uc7a1\ud574\uc9d1\ub2c8\ub2e4. \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc774\ubbf8\uc9c0\uc5d0 \uc874\uc7ac\ud558\ub294 \uac83\uc744 \uc2dd\ubcc4\ud558\uace0 \uc774\ubbf8\uc9c0 \ub0b4\uc5d0\uc11c \uc815\ud655\ud55c \uc704\uce58\ub97c \ud30c\uc545\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

IoU(Intersection over Union)\ub294 \uc608\uce21\ub41c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uac00 \uc2e4\uc81c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \uc5bc\ub9c8\ub098 \uc798 \uacb9\uce58\ub294\uc9c0\ub97c \uce21\uc815\ud558\ub294 \uc9c0\ud45c\uc785\ub2c8\ub2e4. \uc774\ub294 \uc815\ud655\ub3c4\ub97c \ub2e8\uc21c\ud55c \ubd84\ub958 \uc791\uc5c5\uc774 \uc544\ub2cc \uacf5\uac04\uc801\uc778 \ubb38\uc81c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

IoU \uc784\uacc4\uac12 \uc124\uc815\uc740 \ub2e8\uc21c\ud55c \uae30\uc220\uc801 \uc138\ubd80 \uc0ac\ud56d\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc784\uacc4\uac12\uc744 \ub108\ubb34 \ub290\uc2a8\ud558\uac8c \uc124\uc815\ud558\uba74 \ud604\uc9c0\ud654 \ubb38\uc81c\ub97c \uc228\uae38 \uc218 \uc788\uace0, \ubc18\ub300\ub85c \ub108\ubb34 \uc5c4\uaca9\ud558\uac8c \uc124\uc815\ud558\uba74 \uc2e4\uc81c \uc6b4\uc601\uc5d0 \ucda9\ubd84\ud788 \uc801\ud569\ud55c \ud0d0\uc9c0 \uacb0\uacfc\ub97c \uc81c\ub300\ub85c \ubc18\uc601\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c IoU\ub294 \ubcf4\uace0\uc11c\uc5d0\uc11c \ubcf4\uae30 \uc88b\uac8c \ud45c\uc2dc\ub418\ub294 \uc815\ub3c4\uac00 \uc544\ub2c8\ub77c, \ud0d0\uc9c0 \uc815\ud655\ub3c4\uac00 \uc5bc\ub9c8\ub098 \uc911\uc694\ud55c\uc9c0\ub97c \ubc18\uc601\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud3c9\uade0 \uc815\ubc00\ub3c4\uc640 \uadf8 \ud55c\uacc4<\/h3>\n\n\n\n

\ud3c9\uade0 \uc815\ubc00\ub3c4(mAP)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \uc2e0\ub8b0\ub3c4, \uc21c\uc704 \ud488\uc9c8, \uc704\uce58 \uc815\ud655\ub3c4\ub97c \ub2e4\uc591\ud55c \uc784\uacc4\uac12\uc5d0 \uac78\uccd0 \uc885\ud569\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uae30 \ub54c\ubb38\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \uc720\uc0ac\ud55c \uc870\uac74\uc5d0\uc11c \ud559\uc2b5\ub41c \uac1d\uccb4 \ud0d0\uc9c0 \ubaa8\ub378\ub4e4\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \ube44\uad50\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

mAP\ub294 \ube44\uad50 \uc9c0\ud45c\ub85c\uc11c \uac00\uc7a5 \uac00\uce58\uac00 \ub192\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud300\uc740 \ud55c \uc811\uadfc \ubc29\uc2dd\uc774 \ub2e4\ub978 \uc811\uadfc \ubc29\uc2dd\uc5d0 \ube44\ud574 \ud0d0\uc9c0 \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc mAP\uac00 \uacac\uace0\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ubaa8\ub378\uc740 mAP\uc5d0\uc11c \ub192\uc740 \uc810\uc218\ub97c \ubc1b\ub354\ub77c\ub3c4 \ud2b9\uc815 \uc870\uba85 \uc870\uac74, \ud658\uacbd \ub610\ub294 \uac1d\uccb4 \ubc30\uce58\uc5d0\uc11c\ub294 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ub7ec\ud55c \uc774\uc720\ub85c mAP\ub294 \ud310\ub2e8 \uae30\uc900\uc774 \uc544\ub2c8\ub77c \ud558\ub098\uc758 \ub80c\uc988\ub85c \uac04\uc8fc\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud56d\uc0c1 \uc218\uc5c5\ubcc4 \uc131\uacfc\ub97c \ud655\uc778\ud558\uc138\uc694.<\/h3>\n\n\n\n

\uc774\ubbf8\uc9c0 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc774 \uc2e4\ud328\ud558\ub294 \uac00\uc7a5 \ud754\ud55c \uc774\uc720 \uc911 \ud558\ub098\ub294 \ud074\ub798\uc2a4\ubcc4 \uc131\ub2a5\uc774 \uace0\ub974\uc9c0 \uc54a\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc885\ud569\uc801\uc778 \uc9c0\ud45c\ub294 \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \uc228\uae41\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc815\ud655\ub3c4\ub97c \ud3c9\uac00\ud560 \ub54c\ub294 \ud56d\uc0c1 \ud074\ub798\uc2a4\ubcc4 \uc9c0\ud45c\ub97c \uc0b4\ud3b4\ubcf4\uc138\uc694. \uc774\ub97c \ud1b5\ud574 \ud2b9\uc815 \uac1d\uccb4\uac00 \uc77c\uad00\uc801\uc73c\ub85c \ud0d0\uc9c0\ud558\uae30 \uc5b4\ub824\uc6b4\uc9c0, \uc544\ub2c8\uba74 \ub2e4\ub978 \uac1d\uccb4\uc640 \ud63c\ub3d9\ub420 \uac00\ub2a5\uc131\uc774 \ub354 \ub192\uc740\uc9c0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc6b0\uc120\uc21c\uc704\uac00 \uc790\uc8fc \ubc14\ub01d\ub2c8\ub2e4. \uc804\ubc18\uc801\uc73c\ub85c \uc88b\uc544 \ubcf4\uc774\ub294 \ubaa8\ub378\uc774\ub77c\ub3c4 \uac00\uc7a5 \uc911\uc694\ud55c \ubd80\ubd84\uc5d0\uc11c \uc2e4\ud328\ud558\uba74 \ubc1b\uc544\ub4e4\uc77c \uc218 \uc5c6\uc744 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud63c\ub3d9 \ud589\ub82c\uc740 \uc624\ub958\ub97c \ud328\ud134\uc73c\ub85c \ubc14\uafd4\uc90d\ub2c8\ub2e4.<\/h3>\n\n\n\n

\ud63c\ub3d9 \ud589\ub82c\uc740 \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubaa8\ub378\uc758 \ub3d9\uc791 \ubc29\uc2dd\uc744 \uc774\ud574\ud558\ub294 \ub370 \uac00\uc7a5 \uc2e4\uc6a9\uc801\uc778 \ub3c4\uad6c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc624\ub958\ub97c \ub2e8\uc77c \uc810\uc218\ub85c \ud1b5\ud569\ud558\ub294 \ub300\uc2e0, \ud63c\ub3d9 \ud589\ub82c\uc740 \uc608\uce21\uc774 \ud074\ub798\uc2a4 \uac04\uc5d0 \uc5b4\ub5bb\uac8c \uc774\ub3d9\ud558\ub294\uc9c0 \ubcf4\uc5ec\uc90c\uc73c\ub85c\uc368 \uc624\ub958\uc758 \uad6c\uc870\ub97c \ub4dc\ub7ec\ub0c5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud63c\ub3d9 \ud589\ub82c\uc774 \ubcf4\uc5ec\uc8fc\ub294 \uac83<\/h4>\n\n\n\n

\ud63c\ub3d9 \ud589\ub82c\uc740 \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12\uc744 \ube44\uad50\ud568\uc73c\ub85c\uc368, \uc218\uce58\uc801 \uc9c0\ud45c\ub85c\ub294 \ub2f5\ud560 \uc218 \uc5c6\ub294 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ud574\ub2f5\uc744 \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

    \n
  • \uc5b4\ub5a4 \uc218\uc5c5\ub4e4\uc774 \uc11c\ub85c \uac00\uc7a5 \uc790\uc8fc \ud63c\ub3d9\ub418\ub098\uc694?<\/li>\n\n\n\n
  • \uc624\ub958\uac00 \uc77c\ubc29\uc801\uc778 \uacbd\ud5a5\uc774 \uc788\ub294\uc9c0 \uc544\ub2c8\uba74 \uc0c1\ud638\uc801\uc778 \uacbd\ud5a5\uc774 \uc788\ub294\uc9c0 \uc5ec\ubd80<\/li>\n\n\n\n
  • \uc624\ub958\uac00 \uc2dc\uac01\uc801\uc73c\ub85c \uc720\uc0ac\ud558\uac70\ub098 \uacb9\uce58\ub294 \ubc94\uc8fc\uc5d0 \uc9d1\uc911\ub418\ub294\uc9c0 \uc5ec\ubd80<\/li>\n<\/ul>\n\n\n\n

    \uc774 \uad00\uc810\uc774 \uc911\uc694\ud55c \uc774\uc720<\/h4>\n\n\n\n

    \uc774\ub7ec\ud55c \ud328\ud134\uc740 \ubaa8\ud638\ud55c \ud074\ub798\uc2a4 \uc815\uc758, \uc77c\uad00\uc131 \uc5c6\ub294 \ub808\uc774\ube14\ub9c1 \ub610\ub294 \ubd80\uc871\ud55c \ud559\uc2b5 \ub370\uc774\ud130\uc640 \uac19\uc740 \uadfc\ubcf8\uc801\uc778 \ubb38\uc81c\ub97c \uc9c1\uc811\uc801\uc73c\ub85c \uc9c0\uc801\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ud63c\ub3d9 \ud589\ub82c\uc740 \ud074\ub798\uc2a4 \uac04\uc758 \uad00\uacc4\ub97c \ubcf4\uc5ec\uc8fc\uae30 \ub54c\ubb38\uc5d0 \ucd94\uac00 \ub370\uc774\ud130 \uc218\uc9d1, \ub808\uc774\ube14 \uac1c\uc120 \ub610\ub294 \ud074\ub798\uc2a4 \uacbd\uacc4 \uc870\uc815 \uc5ec\ubd80\ub97c \uacb0\uc815\ud560 \ub54c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uac80\uc99d\uc740 \uc644\uc804\ud788 \ubbf8\uacf5\uac1c\ub41c \ub370\uc774\ud130\uc5d0\ub9cc \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/h3>\n\n\n\n

    \uac80\uc99d \ub370\uc774\ud130\uac00 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ub108\ubb34 \uc720\uc0ac\ud560 \uacbd\uc6b0 \uc815\ud655\ub3c4 \ud3c9\uac00\uac00 \uc81c\ub300\ub85c \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud604\uc0c1\uc740 \uc608\uc0c1\ubcf4\ub2e4 \uc790\uc8fc \ubc1c\uc0dd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

    \ub3d9\uc77c\ud55c \uc774\ubbf8\uc9c0\uc758 \uc99d\uac15 \ud604\uc2e4 \ubc84\uc804\uc774 \uc5ec\ub7ec \ubd84\ud560 \ud654\uba74\uc5d0 \ub098\ud0c0\ub098\uac70\ub098, \ub370\uc774\ud130\uac00 \ub3d9\uc77c\ud55c \uc81c\ud55c\ub41c \uc870\uac74\uc5d0\uc11c\ub9cc \ucd94\ucd9c\ub41c \uacbd\uc6b0 \uc815\ud655\ub3c4\uac00 \uc778\uc704\uc801\uc73c\ub85c \ub192\uac8c \ub098\ud0c0\ub0a0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc774\ubbf8 \ud559\uc2b5\ud55c \ub370\uc774\ud130\uc758 \ubcc0\ud615\uc744 \uae30\ubc18\uc73c\ub85c \ud14c\uc2a4\ud2b8\ub418\uace0 \uc788\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc758\ubbf8 \uc788\ub294 \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub294 \uc911\uc694\ud55c \uce21\uba74\uc5d0\uc11c \uc11c\ub85c \ub2ec\ub77c\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc704\uce58, \uc7a5\uce58, \uae30\uac04 \ub610\ub294 \ucd2c\uc601 \uc870\uac74\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\ubd84\uc774 \uc5c6\uc73c\uba74 \uc815\ud655\ub3c4 \ud3c9\uac00\ub294 \uc608\uce21\uc801 \ud3c9\uac00\uac00 \uc544\ub2cc \uc790\uccb4 \ud655\uc778\uc801 \ud3c9\uac00\uac00 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc2e4\uc81c \ud658\uacbd\uc5d0\uc11c\uc758 \ud14c\uc2a4\ud2b8\ub294 \uacb0\ub860\uc744 \ubc14\uafbc\ub2e4<\/h3>\n\n\n\n

    \ubaa8\ub378\uc774 \uc2e4\uc81c \ud658\uacbd\uc758 \ubd88\uc644\uc804\ud55c \uc694\uc18c\uc5d0 \ubd80\ub52a\ud614\uc744 \ub54c \ube44\ub85c\uc18c \uc815\ud655\ub3c4 \ubb38\uc81c\uac00 \ub4dc\ub7ec\ub098\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \ubaa8\uc158 \ube14\ub7ec, \ub178\uc774\uc988, \uac00\ub9bc \ud604\uc0c1, \uc555\ucd95 \uc544\ud2f0\ud329\ud2b8, \uadf8\ub9ac\uace0 \uc5f4\uc545\ud55c \uc870\uba85 \uc870\uac74\uc740 \uae68\ub057\ud55c \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \uacb0\ucf54 \ub4dc\ub7ec\ub098\uc9c0 \uc54a\ub294 \uc57d\uc810\uc744 \ub178\ucd9c\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc2e4\uc81c\uc640 \uc720\uc0ac\ud55c \ud658\uacbd\uc5d0\uc11c\uc758 \ud14c\uc2a4\ud2b8\ub294 \uc885\uc885 \ubd88\ud3b8\ud558\uc9c0\ub9cc \uac00\uce58 \uc788\ub294 \ubc1c\uacac\uc73c\ub85c \uc774\uc5b4\uc9d1\ub2c8\ub2e4. \uc774\uc0c1\uc801\uc778 \uc2dc\ub098\ub9ac\uc624\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \ubaa8\ub378\uc774\ub77c\ub3c4 \uc870\uac74\uc774 \uc870\uae08\ub9cc \ubcc0\ud574\ub3c4 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc30\ud3ec \uc804\uc5d0 \uc774\ub7ec\ud55c \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud558\uba74 \uc2dc\uac04, \ube44\uc6a9, \uadf8\ub9ac\uace0 \uc2e0\ub8b0\ub3c4\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc644\ubcbd\ud55c \uc2dc\ubbac\ub808\uc774\uc158\uc774 \ud544\uc694\ud55c \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc2e4\uc81c \uc81c\uc791 \ud658\uacbd\uc5d0\uc11c \uc774\ubbf8\uc9c0\uac00 \uc5b4\ub5bb\uac8c \ubcf4\uc774\ub294\uc9c0 \uc194\uc9c1\ud558\uac8c \uc0d8\ud50c\ub9c1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc2dc\uac04\uc5d0 \ub530\ub978 \uc815\ud655\ub3c4\uc640 \ud3b8\ud5a5\uc758 \uc5ed\ud560<\/h3>\n\n\n\n

    \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub294 \uace0\uc815\ub418\uc5b4 \uc788\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \ub370\uc774\ud130\ub294 \ub04a\uc784\uc5c6\uc774 \ubcc0\ud654\ud558\uba70, \ubaa8\ub2c8\ud130\ub9c1\ub418\uc9c0 \uc54a\ub294 \ubaa8\ub378\uc740 \uc810\ucc28 \ud604\uc2e4\uacfc \ub3d9\ub5a8\uc5b4\uc9c0\uac8c \ub429\ub2c8\ub2e4. \uacc4\uc808 \ubcc0\ud654, \uc0c8\ub85c\uc6b4 \ud558\ub4dc\uc6e8\uc5b4, \ud658\uacbd \ubcc0\ud654, \uc0ac\uc6a9\uc790 \ud589\ub3d9 \ubcc0\ud654 \ub4f1\uc740 \ubaa8\ub450 \uc774\ubbf8\uc9c0\uc758 \ubaa8\uc591\uacfc \ubaa8\ub378\uc758 \ud574\uc11d \ubc29\uc2dd\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \ucd9c\uc2dc \uc2dc\uc810\uc5d0\ub9cc \uc815\ud655\ub3c4\ub97c \ud655\uc778\ud558\ub294 \uacbd\uc6b0, \uc774\ub7ec\ud55c \uc810\uc9c4\uc801\uc778 \uc131\ub2a5 \uc800\ud558\ub294 \uc624\ub958\uac00 \uba85\ubc31\ud574\uc9c8 \ub54c\uae4c\uc9c0 \uc54c\uc544\ucc28\ub9ac\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \ubc30\ud3ec \ud6c4 \uc815\ud655\ub3c4 \uc810\uac80\uc740 \uac1c\ubcc4 \uc218\uce58\ubcf4\ub2e4\ub294 \ucd94\uc138\uc5d0 \ucd08\uc810\uc744 \ub9de\ucdb0\uc57c \ud569\ub2c8\ub2e4. \uc810\uc9c4\uc801\uc778 \uc131\ub2a5 \uc800\ud558\ub294 \uc775\uc219\ud55c \uc9c0\ud45c \ub4a4\uc5d0 \uc228\uc5b4 \uc788\uae30 \ub54c\ubb38\uc5d0 \uac11\uc791\uc2a4\ub7ec\uc6b4 \uc2e4\ud328\ubcf4\ub2e4 \ub354 \uc704\ud5d8\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 \ubbf8\ubb18\ud55c \ubcc0\ud654\ub97c \uc870\uae30\uc5d0 \uac10\uc9c0\ud558\uace0 \uc815\ud655\ub3c4\uac00 \ud5c8\uc6a9 \uac00\ub2a5\ud55c \uc218\uc900 \uc774\ud558\ub85c \ub5a8\uc5b4\uc9c0\uae30 \uc804\uc5d0 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \ud3b8\ud5a5\uc740 \uc774 \uacfc\uc815\uc5d0\uc11c \uc9c1\uc811\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud3b8\ud5a5\uc774 \uc2ec\ud558\uac70\ub098 \ubd88\uade0\ud615\ud55c \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub41c \ubaa8\ub378\uc740 \uc774\ubbf8 \uc811\ud55c \uc870\uac74\uc5d0\uc11c\ub9cc \uc88b\uc740 \uc131\ub2a5\uc744 \ubcf4\uc774\ub294 \uacbd\ud5a5\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \ud658\uacbd, \uac1d\uccb4 \uc720\ud615 \ub610\ub294 \uc2dc\uac01\uc801 \ud328\ud134\uc774 \ub098\ud0c0\ub098\uba74 \uc815\ud655\ub3c4 \uc9c0\ud45c\uac00 \uc2e4\uc81c \uc131\ub2a5\ubcf4\ub2e4 \uacfc\ub300\ud3c9\uac00\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud3b8\ud5a5\uc744 \uc904\uc774\uba74 \uc801\uc6a9 \ubc94\uc704\uac00 \ub113\uc5b4\uc9c8 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ubaa8\ub378\uc758 \uacac\uace0\uc131\ub3c4 \ud5a5\uc0c1\ub429\ub2c8\ub2e4. \ubcf4\ub2e4 \uacf5\uc815\ud55c \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ub354 \uc548\uc815\uc801\uc774\uba70 \ud658\uacbd \ubcc0\ud654\uc5d0 \ub530\ub978 \uc720\uc9c0 \uad00\ub9ac\ub3c4 \ub354 \uc27d\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \"\"<\/figure>\n\n\n\n

    \uc815\ud655\uc131\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc9c8\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9ac\uc138\uc694<\/h2>\n\n\n\n

    \uc815\ud655\ub3c4 \uc9c0\ud45c\ub294 \uc774\ud574\uad00\uacc4\uc790\uc5d0\uac8c \uae4a\uc740 \uc778\uc0c1\uc744 \uc8fc\uae30 \uc704\ud55c \uac83\uc774 \uc544\ub2c8\ub77c \uc758\uc0ac\uacb0\uc815\uc744 \uc548\ub0b4\ud558\uae30 \uc704\ud55c \ubaa9\uc801\uc73c\ub85c \uc874\uc7ac\ud569\ub2c8\ub2e4. \ubcf4\uace0\uc11c\ub294 \ub2e8 \ud558\ub098\uc758 \uc218\uce58 \ub4a4\uc5d0 \uc228\uae30\ub294 \ub300\uc2e0, \uc7a5\ub2e8\uc810, \ud55c\uacc4, \uc54c\ub824\uc9c4 \uc704\ud5d8\uc744 \uc124\uba85\ud574\uc57c \ud569\ub2c8\ub2e4. \ub9e5\ub77d \uc5c6\uc774 \uc815\ud655\ub3c4\ub9cc \uc81c\uc2dc\ud558\uba74 \uc798\ubabb\ub41c \uc790\uc2e0\uac10\uc744 \uc2ec\uc5b4\uc8fc\uace0, \ud300\uc774 \ub098\uc911\uc5d0 \uc2e4\uc81c \uc6b4\uc601 \uacfc\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ubb38\uc81c\ub97c \uac04\uacfc\ud558\uac8c \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc2e4\uc81c\ub85c \uc720\uc6a9\ud55c \uc815\ud655\ub3c4 \ubcf4\uace0\ub294 \ub2e4\uc74c \uc0ac\ud56d\uc744 \uba85\ud655\ud788 \ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

      \n
    • \uc5b4\ub5a4 \uc720\ud615\uc758 \uc624\ub958\uac00 \uac00\uc7a5 \uc911\uc694\ud558\uba70, \uadf8 \uc624\ub958\ub4e4\uc774 \ud5c8\uc6a9\ub418\uac70\ub098 \ud5c8\uc6a9\ub418\uc9c0 \uc54a\ub294 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00?<\/li>\n\n\n\n
    • \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \uace0\ub974\uc9c0 \ubabb\ud55c \uacbd\uc6b0, \uc989 \uc2e0\ub8b0\ub3c4\uac00 \ub0ae\uc740 \ud074\ub798\uc2a4\ub098 \uc2dc\ub098\ub9ac\uc624\uac00 \uc788\ub294 \uacbd\uc6b0<\/li>\n\n\n\n
    • \ud3c9\uac00\uc5d0 \ubc18\uc601\ub418\ub294 \uc870\uac74(\uc608: \ub370\uc774\ud130 \ucd9c\ucc98, \ud658\uacbd \ub610\ub294 \uae30\uac04)\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/li>\n\n\n\n
    • \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc131\ub2a5\uc774 \uc5b4\ub5bb\uac8c \ubcc0\ud654\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub418\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc5b4\ub5bb\uac8c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uac83\uc778\uc9c0\uc5d0 \ub300\ud55c \ub0b4\uc6a9\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n

      \uba85\ud655\ud558\uace0 \uc815\uc9c1\ud55c \ubcf4\uace0\ub294 \ud300 \uac04\uc758 \uc2e0\ub8b0\ub97c \uad6c\ucd95\ud558\uace0, \uc720\uc9c0 \uad00\ub9ac, \uac1c\uc120 \ubc0f \uc2e4\uc81c \uc0ac\uc6a9\uc5d0\uc11c \ub354\uc6b1 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

      \ubaa8\ub378\uc774 \uc2e4\uc81c\ub85c \uc900\ube44\ub418\uc5c8\uc744 \ub54c<\/h2>\n\n\n\n

      \ubaa8\ub378\uc740 \uc9c0\ud45c\uac00 \ucd5c\uace0\uc810\uc5d0 \ub3c4\ub2ec\ud588\uc744 \ub54c\uac00 \uc544\ub2c8\ub77c \ub3d9\uc791 \ubc29\uc2dd\uc744 \uc774\ud574\ud588\uc744 \ub54c \ube44\ub85c\uc18c \uc644\uc131\ub41c \uac83\uc785\ub2c8\ub2e4. \ub192\uc740 \uc810\uc218\ub294 \ud2b9\ud788 \ub370\uc774\ud130\uc14b\uc774 \uc81c\ud55c\uc801\uc774\uac70\ub098 \uc774\uc0c1\uc801\uc778 \uc870\uac74\uc5d0\uc11c \ub098\uc628 \uacbd\uc6b0, \ucde8\uc57d\ud55c \uc131\ub2a5\uc744 \uc228\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub354 \uc911\uc694\ud55c \uac83\uc740 \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \uc2e4\ud328\ud558\ub294\uc9c0, \uc5b4\ub514\uc5d0\uc11c \uc2e4\ud328\ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uadf8 \uc2e4\ud328\uac00 \ud5c8\uc6a9 \uac00\ub2a5\ud55c \uc704\ud5d8 \uc218\uc900\uc5d0 \ubd80\ud569\ud558\ub294\uc9c0\ub97c \ud30c\uc545\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\uce21 \uac00\ub2a5\ud55c \uc624\ub958\ub294 \uc784\uacc4\uac12 \uc124\uc815, \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uad6c\ucd95 \ub610\ub294 \uc7ac\ud559\uc2b5\uc744 \ud1b5\ud574 \uad00\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \uc54c\ub824\uc9c0\uc9c0 \uc54a\uc740 \uc624\ub958\ub294 \ub098\uc911\uc5d0 \ub4dc\ub7ec\ub098\ub294\ub370, \uc774\ub54c \uc218\uc815 \ube44\uc6a9\uc774 \ud6e8\uc52c \ub354 \ub9ce\uc774 \ub4dc\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

      \uc9c4\uc815\ud55c \uc900\ube44 \ud0dc\uc138\ub294 \ub099\uad00\uc801\uc778 \ud574\uc11d\ubcf4\ub2e4\ub294 \uccb4\uacc4\uc801\uc778 \ud3c9\uac00\uc5d0\uc11c \ube44\ub86f\ub429\ub2c8\ub2e4. \uc774\ub294 \ud604\uc2e4\uc801\uc778 \uc870\uac74\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ud558\uace0, \uc774\uc804\uc5d0 \ubcf8 \uc801 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac80\uc99d\ud558\uba70, \ubc30\ud3ec \ud6c4 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc73c\ub85c \uad00\ucc30\ud558\uace0 \uc870\uc815\ud558\ub294 \ubaa8\ub378\uc740 \ucd9c\uc2dc \ub2f9\uc2dc\uc5d0\ub294 \uac15\ub825\ud574 \ubcf4\uc600\ub358 \ubaa8\ub378\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \uc2e0\ub8b0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

      \ub9c8\uc9c0\ub9c9 \uc0dd\uac01<\/h2>\n\n\n\n

      \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \uac80\uc99d\ud558\ub294 \uac83\uc740 \ub2e8\uc21c\ud788 \uac00\uc7a5 \ub192\uc740 \uc810\uc218\ub97c \ucc3e\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ud604\uc2e4\uc801\uc778 \uc0c1\ud669\uc5d0\uc11c \uc2dc\uc2a4\ud15c\uc774 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

      \uc9c0\ud45c\ub294 \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc2e0\uc911\ud558\uac8c \uc0ac\uc6a9\ud558\uba74 \uac15\uc810\uacfc \uc57d\uc810\uc744 \ub4dc\ub7ec\ub0bc \uc218 \uc788\uc9c0\ub9cc, \ubd80\uc8fc\uc758\ud558\uac8c \uc0ac\uc6a9\ud558\uba74 \uc2e0\ub8b0\uc131 \uc5c6\uc774 \uc790\uc2e0\uac10\ub9cc \uc2ec\uc5b4\uc904 \ubfd0\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

      \ub370\ubaa8 \ubc84\uc804\uacfc \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc2dc\uc2a4\ud15c\uc758 \ucc28\uc774\ub294 \uc544\ud0a4\ud14d\ucc98\uc5d0 \uc788\ub294 \uac83\uc774 \uc544\ub2d9\ub2c8\ub2e4. \uc815\ud655\ub3c4\ub97c \uc5bc\ub9c8\ub098 \uc815\uc9c1\ud558\uac8c \uce21\uc815\ud558\uace0, \ud14c\uc2a4\ud2b8\ud558\uace0, \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc720\uc9c0 \uad00\ub9ac\ud558\ub294\uac00\uc5d0 \ub2ec\ub824 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

      \uc790\uc8fc \ubb3b\ub294 \uc9c8\ubb38<\/h2>\n\n\n\n
      \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \uac00\uc7a5 \uc801\ud569\ud55c \uc9c0\ud45c\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/strong>

      \ucd5c\uc801\uc758 \ub2e8\uc77c \uc9c0\ud45c\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. \uc804\ubc18\uc801\uc778 \uc815\ud655\ub3c4\ub294 \ube60\ub978 \uc9c0\ud45c\ub85c \uc720\uc6a9\ud560 \uc218 \uc788\uc9c0\ub9cc, \uadf8\uac83\ub9cc\uc73c\ub85c\ub294 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc740 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\ub294 \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, \uadf8\ub9ac\uace0 \uac1d\uccb4 \ud0d0\uc9c0\uc758 \uacbd\uc6b0 IoU\ub098 mAP\uc640 \uac19\uc740 \uc791\uc5c5\ubcc4 \uc9c0\ud45c\ub97c \uc870\ud569\ud558\uc5ec \uc815\ud655\ub3c4\ub97c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc801\uc808\ud55c \uc870\ud569\uc740 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\uc11c \uc5b4\ub5a4 \uc885\ub958\uc758 \uc624\ub958\uac00 \uac00\uc7a5 \uc911\uc694\ud55c\uc9c0\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4.<\/p> <\/div>

      \ub0b4 \ubaa8\ub378\uc774 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ubcf4\uc774\ub294\ub370\ub3c4 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc131\ub2a5\uc774 \uc800\uc870\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/strong>

      \uc774\ub7ec\ud55c \ud604\uc0c1\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ud3c9\uac00 \ub370\uc774\ud130\uac00 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ub108\ubb34 \uc720\uc0ac\ud558\uac70\ub098 \uc2e4\uc81c \uc0c1\ud669\uc744 \ubc18\uc601\ud558\uc9c0 \ubabb\ud560 \ub54c \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \uae68\ub057\ud55c \uc774\ubbf8\uc9c0, \uc81c\ud55c\ub41c \ud658\uacbd, \ub610\ub294 \ubd84\ud560 \uac04 \ub370\uc774\ud130 \uc720\ucd9c\uc740 \uc815\ud655\ub3c4 \uc810\uc218\ub97c \ubd80\ud480\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc774 \uc0c8\ub85c\uc6b4 \uc870\uba85, \uac01\ub3c4, \ub178\uc774\uc988 \ub610\ub294 \ud658\uacbd\uc5d0 \uc9c1\uba74\ud558\uac8c \ub418\uba74 \uc774\uc804\uc5d0 \ud14c\uc2a4\ud2b8\ub418\uc9c0 \uc54a\uc558\ub358 \uc57d\uc810\uc774 \ub4dc\ub7ec\ub0a9\ub2c8\ub2e4.<\/p> <\/div>

      \ub0b4 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728 \uc911 \uc5b4\ub290 \uac83\uc774 \ub354 \uc911\uc694\ud55c\uc9c0 \uc5b4\ub5bb\uac8c \uc54c \uc218 \uc788\uc744\uae4c\uc694?<\/strong>

      \uc624\ub958 \ubc1c\uc0dd \ube44\uc6a9\uc5d0 \ub530\ub77c \ub2e4\ub985\ub2c8\ub2e4. \uc624\ud0d0\uc774 \uc218\ub3d9 \uac80\ud1a0, \uacbd\uace0 \ub610\ub294 \uc790\ub3d9\ud654\ub41c \uc870\uce58\ub97c \uc720\ubc1c\ud558\ub294 \uacbd\uc6b0 \uc815\ud655\ub3c4\uac00 \ub354 \uc911\uc694\ud569\ub2c8\ub2e4. \ubc18\ub300\ub85c \uac1d\uccb4 \ub204\ub77d\uc73c\ub85c \uc704\ud5d8\uc774 \ubc1c\uc0dd\ud558\uac70\ub098 \uc0ac\uac01\uc9c0\ub300\uac00 \uc0dd\uae30\ub294 \uacbd\uc6b0 \uc7ac\ud604\uc728\uc774 \ub354 \uc911\uc694\ud569\ub2c8\ub2e4. \ub300\ubd80\ubd84\uc758 \uc2e4\uc81c \uc2dc\uc2a4\ud15c\uc740 \ud558\ub098\uc758 \uc9c0\ud45c\ub9cc \ub9f9\ubaa9\uc801\uc73c\ub85c \ucd5c\uc801\ud654\ud558\uae30\ubcf4\ub2e4\ub294 \uc758\uc2dd\uc801\uc778 \uc808\ucda9\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p> <\/div>

      F1 \uc810\uc218\ub9cc\uc73c\ub85c \ubaa8\ub378\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc744\uae4c\uc694?<\/strong>

      \uc544\ub2c8\uc694. F1 \uc810\uc218\ub294 \ube44\uad50\uc5d0 \uc720\uc6a9\ud558\uc9c0\ub9cc, \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uade0\ud615\uc744 \ubcf4\uc5ec\uc8fc\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. F1 \uc810\uc218\uac00 \uac19\uc740 \ub450 \ubaa8\ub378\uc774\ub77c\ub3c4 \uc2e4\uc81c \uc131\ub2a5\uc740 \ub9e4\uc6b0 \ub2e4\ub97c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc804\uc5d0 \ud56d\uc0c1 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc744 \ubcc4\ub3c4\ub85c \uc0b4\ud3b4\ubcf4\uc138\uc694.<\/p> <\/div>

      \uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub294 \uc5bc\ub9c8\ub098 \uc790\uc8fc \uc7ac\ud3c9\uac00\ud574\uc57c \ud560\uae4c\uc694?<\/strong>

      \ubc30\ud3ec \ud6c4\uc5d0\ub294 \uc815\ud655\ub3c4\ub97c \ud55c \ubc88\ub9cc \ud655\uc778\ud558\ub294 \uac83\uc774 \uc544\ub2c8\ub77c \uc815\uae30\uc801\uc73c\ub85c \uc810\uac80\ud574\uc57c \ud569\ub2c8\ub2e4. \uc801\uc808\ud55c \uc810\uac80 \ube48\ub3c4\ub294 \ub370\uc774\ud130 \ubcc0\ud654 \uc18d\ub3c4\uc5d0 \ub530\ub77c \ub2e4\ub974\uc9c0\ub9cc, \uc0c8\ub85c\uc6b4 \ud658\uacbd, \uacc4\uc808 \ub610\ub294 \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ub178\ucd9c\ub418\ub294 \ubaa8\ub4e0 \uc2dc\uc2a4\ud15c\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud574\uc57c \ud569\ub2c8\ub2e4. \ub290\ub9b0 \uc131\ub2a5 \uc800\ud558\ub294 \ud754\ud788 \ubc1c\uc0dd\ud558\uba70, \ucd94\uc138\ub97c \ucd94\uc801\ud558\uc9c0 \uc54a\uc73c\uba74 \uc54c\uc544\ucc28\ub9ac\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p> <\/div> <\/div>\n\n\n\n

      <\/p>\n\n\n\n

      <\/p>","protected":false},"excerpt":{"rendered":"

      Image recognition models rarely fail because the architecture is wrong. They fail because accuracy is misunderstood, measured poorly, or checked in conditions that don\u2019t reflect reality. A model can look impressive during training and still fall apart the moment it meets real data. Checking image recognition accuracy is not about chasing a single score. It\u2019s […]<\/p>\n","protected":false},"author":5,"featured_media":182592,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-182588","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles"],"acf":[],"yoast_head":"\nHow to Check Image Recognition Accuracy: What Actually Matters<\/title>\n<meta name=\"description\" content=\"Learn how to measure image recognition accuracy using practical metrics, validation methods, and real-world testing that actually reflects model performance.\" \/>\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\/how-to-check-image-recognition-accuracy\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" 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Team"},"url":"https:\/\/flypix.ai\/ko\/author\/manager\/"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090752182","position":1,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090752182","name":"\uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub97c \uce21\uc815\ud558\ub294 \uac00\uc7a5 \uc801\ud569\ud55c \uc9c0\ud45c\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"There is no single best metric. Overall accuracy can be useful as a quick signal, but it is rarely enough on its own. In real projects, accuracy should be evaluated using a combination of precision, recall, and task-specific metrics like IoU or mAP for object detection. The right mix depends on what kinds of errors matter most in your use case.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090760502","position":2,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090760502","name":"\ub0b4 \ubaa8\ub378\uc774 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ubcf4\uc774\ub294\ub370\ub3c4 \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0\uc11c \uc131\ub2a5\uc774 \uc800\uc870\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"This usually happens when evaluation data is too similar to training data or does not reflect real conditions. Clean images, limited environments, or data leakage between splits can inflate accuracy scores. Once the model encounters new lighting, angles, noise, or environments, weaknesses appear that were never tested for.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090770073","position":3,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090770073","name":"\ub0b4 \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728 \uc911 \uc5b4\ub290 \uac83\uc774 \ub354 \uc911\uc694\ud55c\uc9c0 \uc5b4\ub5bb\uac8c \uc54c \uc218 \uc788\uc744\uae4c\uc694?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"It depends on the cost of errors. If false positives trigger manual review, alerts, or automated actions, precision matters more. If missing objects creates risk or blind spots, recall is more important. Most real systems require a conscious trade-off rather than optimizing one metric blindly.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090780663","position":4,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090780663","name":"F1 \uc810\uc218\ub9cc\uc73c\ub85c \ubaa8\ub378\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc744\uae4c\uc694?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"No. The F1 score is useful for comparison, but it hides how precision and recall are balanced. Two models with the same F1 score can behave very differently in practice. Always look at precision and recall separately before making decisions.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"},{"@type":"Question","@id":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090796772","position":5,"url":"https:\/\/flypix.ai\/how-to-check-image-recognition-accuracy\/#faq-question-1772090796772","name":"\uc774\ubbf8\uc9c0 \uc778\uc2dd \uc815\ud655\ub3c4\ub294 \uc5bc\ub9c8\ub098 \uc790\uc8fc \uc7ac\ud3c9\uac00\ud574\uc57c \ud560\uae4c\uc694?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Accuracy should be checked regularly after deployment, not just once. The right frequency depends on how fast data changes, but any system exposed to new environments, seasons, or hardware should be monitored continuously. Slow performance drift is common and often goes unnoticed without tracking trends.","inLanguage":"ko-KR"},"inLanguage":"ko-KR"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts\/182588","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=182588"}],"version-history":[{"count":3,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts\/182588\/revisions"}],"predecessor-version":[{"id":182594,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/posts\/182588\/revisions\/182594"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/media\/182592"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/media?parent=182588"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/categories?post=182588"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/ko\/wp-json\/wp\/v2\/tags?post=182588"}],"curies":[{"name":"\uc6cc\ub4dc\ud504\ub808\uc2a4","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}