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class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-5-1024x683.jpg\" alt=\"\" class=\"wp-image-173817\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-5-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-5-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/2-5-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5730\u5f62\u5206\u7c7b\u7684\u91cd\u8981\u6027<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u63d0\u9ad8\u5b89\u5168\u6027\u548c\u6548\u7387<\/h3>\n\n\n\n<p>\u5728\u516c\u8def\u5de5\u7a0b\u4e2d\uff0c\u5730\u5f62\u5206\u7c7b\u76f4\u63a5\u5f71\u54cd\u7740\u8def\u7ebf\u3001\u5761\u5ea6\u8bbe\u8ba1\u548c\u901f\u5ea6\u9650\u5236\u7b49\u5173\u952e\u51b3\u7b56\u3002\u4f8b\u5982\uff0c\u201c\u5c71\u533a\u201d\u5206\u7c7b\u4f1a\u63d0\u793a\u8bbe\u8ba1\u5143\u7d20\uff0c\u4f8b\u5982\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u503e\u659c\u66f2\u7ebf\u3001\u989d\u5916\u7684\u62a4\u680f\u548c\u6392\u6c34\u8c03\u6574\u3002\u5728\u8f83\u5e73\u5766\u7684\u5730\u5f62\u4e0a\uff0c\u5de5\u7a0b\u5e08\u4f1a\u4e13\u6ce8\u4e8e\u5e73\u7a33\u7684\u8def\u7ebf\u3001\u66f4\u9ad8\u7684\u884c\u9a76\u901f\u5ea6\u548c\u66f4\u5bbd\u7684\u8def\u80a9\u3002\u901a\u8fc7\u63d0\u524d\u4e86\u89e3\u5730\u5f62\uff0c\u8bbe\u8ba1\u56e2\u961f\u53ef\u4ee5\u5728\u6700\u91cd\u8981\u7684\u5730\u65b9\u6574\u5408\u5b89\u5168\u5143\u7d20\uff0c\u4ece\u800c\u633d\u6551\u751f\u547d\u548c\u91d1\u94b1\u3002<\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff08\u5c24\u5176\u662f\u5728\u5177\u6709\u6311\u6218\u6027\u7684\u73af\u5883\u6216\u8d8a\u91ce\u73af\u5883\u4e2d\u4f7f\u7528\u7684\u6c7d\u8f66\uff09\u5fc5\u987b\u9884\u6d4b\u5b83\u4eec\u5373\u5c06\u7a7f\u8d8a\u7684\u5730\u9762\u7c7b\u578b\u3002\u5982\u679c\u5730\u5f62\u8fc7\u4e8e\u5d0e\u5c96\uff0c\u8f66\u8f86\u7684\u60ac\u67b6\u548c\u7275\u5f15\u529b\u63a7\u5236\u7cfb\u7edf\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u8c03\u6574\u3002\u901a\u8fc7\u5b9e\u65f6\u68c0\u6d4b\u5730\u5f62\u6761\u4ef6\uff0c\u9ad8\u7ea7\u9a7e\u9a76\u8f85\u52a9\u7cfb\u7edf 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class=\"wp-block-heading\">\u5176\u4ed6\u5206\u6790\u7684\u57fa\u7840\u6b65\u9aa4<\/h3>\n\n\n\n<p>\u5730\u5f62\u5206\u7c7b\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u8fc7\u7a0b\uff1b\u5b83\u901a\u5e38\u4f5c\u4e3a\u540e\u7eed\u5206\u6790\u7684\u9884\u5904\u7406\u6b65\u9aa4\u3002\u5728\u73af\u5883\u7814\u7a76\u4e2d\uff0c\u8bc6\u522b\u5730\u5f62\u7c7b\u578b\u6709\u52a9\u4e8e\u7ed8\u5236\u6816\u606f\u5730\u5730\u56fe\u3001\u9884\u6d4b\u4fb5\u8680\u6a21\u5f0f\u6216\u8bc4\u4f30\u6d2a\u6c34\u98ce\u9669\u3002\u5bf9\u4e8e\u673a\u5668\u4eba\u5bfc\u822a\uff0c\u5bf9\u5730\u9762\u548c\u969c\u788d\u7269\u8fdb\u884c\u5206\u7c7b\u662f\u8def\u5f84\u67e5\u627e\u7b97\u6cd5\u548c\u4f20\u611f\u5668\u878d\u5408\u7684\u57fa\u7840\u3002\u901a\u8fc7\u5728\u6d41\u7a0b\u7684\u524d\u7aef\u52a0\u8f7d\u7ed3\u6784\u826f\u597d\u7684\u5730\u5f62\u5206\u7c7b\uff0c\u540e\u7eed\u4efb\u52a1\u53ef\u4ee5\u66f4\u6709\u9488\u5bf9\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"311\" height=\"67\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png\" alt=\"\" class=\"wp-image-155864\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo.png 311w, https:\/\/flypix.ai\/wp-content\/uploads\/2023\/01\/flypixai-Green-header-logo-300x65.png 300w\" sizes=\"(max-width: 311px) 100vw, 311px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Flypix.ai \u548c\u5730\u5f62\u5206\u7c7b<\/h2>\n\n\n\n<p>\u6211\u4eec\u662f <a href=\"https:\/\/flypix.ai\/zh\/\" target=\"_blank\" rel=\"noreferrer noopener\">Flypix.ai<\/a>\uff0c\u4e00\u652f\u81f4\u529b\u4e8e\u6539\u8fdb\u6570\u636e\u6355\u83b7\u3001\u5904\u7406\u548c\u53ef\u89c6\u5316\u65b9\u5f0f\u7684\u56e2\u961f\u3002\u6211\u4eec\u5728\u4f7f\u7528\u822a\u7a7a\u5f71\u50cf\u3001\u5148\u8fdb\u4f20\u611f\u5668\u548c\u673a\u5668\u5b66\u4e60\u65b9\u9762\u7684\u4e13\u4e1a\u77e5\u8bc6\u4f7f\u6211\u4eec\u80fd\u591f\u7b80\u5316\u5404\u79cd\u884c\u4e1a\u7684\u5730\u5f62\u5206\u7c7b\u3002\u901a\u8fc7\u63d0\u4f9b\u9ad8\u5ea6\u51c6\u786e\u7684\u5730\u7406\u7a7a\u95f4\u6d1e\u5bdf\uff0c\u6211\u4eec\u5e2e\u52a9\u5408\u4f5c\u4f19\u4f34\u964d\u4f4e\u6210\u672c\u3001\u589e\u5f3a\u9879\u76ee\u89c4\u5212\u5e76\u8425\u9020\u66f4\u5b89\u5168\u3001\u66f4\u9ad8\u6548\u7684\u73af\u5883\u2014\u2014\u65e0\u8bba\u60a8\u662f\u5728\u8bbe\u8ba1\u9053\u8def\u3001\u90e8\u7f72\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u8fd8\u662f\u7ba1\u7406\u5927\u578b\u57fa\u7840\u8bbe\u65bd\u9879\u76ee\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u57fa\u672c\u5730\u5f62\u7c7b\u578b\u53ca\u5176\u7279\u5f81<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ee5\u9053\u8def\u4e3a\u4e2d\u5fc3\u7684\u5730\u5f62\u7c7b\u578b<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u9ad8\u901f\u516c\u8def\uff0c\u6307\u5bfc\u65b9\u9488\u901a\u5e38\u53c2\u8003\u4e09\u5230\u56db\u79cd\u4e3b\u8981\u5730\u5f62\u7c7b\u522b\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5e73\u5766\u5730\u5f62<\/h4>\n\n\n\n<p>\u901a\u5e38\u662f\u5e73\u5766\u7684\uff0c\u51e0\u4e4e\u6ca1\u6709\u8d77\u4f0f\u3002\u5de5\u7a0b\u5e08\u53ef\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7684\u8bbe\u8ba1\u901f\u5ea6\u548c\u4e0d\u592a\u590d\u6742\u7684\u6392\u6c34\u7cfb\u7edf\u3002\u8fd9\u79cd\u5206\u7c7b\u5728\u5e73\u539f\u6216\u6cbf\u6d77\u5730\u533a\u5f88\u5e38\u89c1\uff0c\u901a\u5e38\u5141\u8bb8\u7b80\u5355\u7684\u9053\u8def\u5e03\u5c40\u548c\u5bbd\u9614\u7684\u8def\u80a9\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8d77\u4f0f\u7684\u5730\u5f62<\/h4>\n\n\n\n<p>\u6709\u7f13\u5761\u548c\u5076\u5c14\u7684\u5c0f\u5c71\u4e18\u3002\u867d\u7136\u8fd9\u91cc\u7684\u5730\u5f62\u4e0d\u50cf\u5c71\u533a\u90a3\u4e48\u5177\u6709\u6311\u6218\u6027\uff0c\u4f46\u8fd9\u91cc\u7684\u9053\u8def\u4ecd\u7136\u9700\u8981\u9002\u5ea6\u7684\u5761\u5ea6\u548c\u5f2f\u9053\u5468\u56f4\u7684\u989d\u5916\u5b89\u5168\u63aa\u65bd\u3002\u8bbe\u8ba1\u901f\u5ea6\u4f4e\u4e8e\u5e73\u5730\u4f46\u9ad8\u4e8e\u5c71\u533a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c71\u5730\u5730\u5f62<\/h4>\n\n\n\n<p>\u5177\u6709\u9661\u5ced\u7684\u6d77\u62d4\u53d8\u5316\uff0c\u901a\u5e38\u9700\u8981\u6316\u6398\u5c71\u5761\u548c\u873f\u8712\u66f2\u6298\u7684\u9053\u8def\u3002\u5de5\u7a0b\u5e08\u5fc5\u987b\u4ed4\u7ec6\u8bbe\u8ba1\u5761\u5ea6\u3001\u6392\u6c34\u548c\u9632\u62a4\u7ed3\u6784\u3002\u53ef\u80fd\u9700\u8981\u9ad8\u6321\u571f\u5899\u3001\u6865\u6881\u548c\u96a7\u9053\uff0c\u8fd9\u4f1a\u4e25\u91cd\u5f71\u54cd\u65bd\u5de5\u6210\u672c\u548c\u5de5\u671f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7279\u6b8a\u60c5\u51b5\uff08\u4f8b\u5982\u975e\u5e38\u5e73\u5766\u3001\u975e\u5e38\u9661\u5ced\uff09<\/h4>\n\n\n\n<p>\u4e00\u4e9b\u6807\u51c6\u589e\u52a0\u4e86\u201c\u975e\u5e38\u5e73\u5766\u201d\u6216\u201c\u975e\u5e38\u9661\u5ced\u201d\u7b49\u5355\u72ec\u7c7b\u522b\uff0c\u4ee5\u9002\u5e94\u6781\u7aef\u60c5\u51b5\u3002\u6c99\u6f20\u516c\u8def\u62e5\u6709\u65e0\u5c3d\u7684\u5e73\u5766\u8def\u6bb5\uff0c\u53ef\u80fd\u9700\u8981\u67d0\u4e9b\u8bbe\u8ba1\u7279\u5f81\u6765\u7f13\u89e3\u98ce\u6c99\u3002\u540c\u6837\uff0c\u6781\u5176\u9661\u5ced\u7684\u5730\u533a\u9700\u8981\u521b\u65b0\u7684\u8def\u7ebf\u89e3\u51b3\u65b9\u6848\u6765\u786e\u4fdd\u5b89\u5168\u6027\u548c\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8d8a\u91ce\u548c\u672a\u94fa\u780c\u8def\u9762<\/h3>\n\n\n\n<p>\u8d8a\u91ce\u5730\u5f62\u5f80\u5f80\u6bd4\u94fa\u88c5\u9053\u8def\u7f51\u7edc\u66f4\u96be\u4ee5\u9884\u6d4b\u3002\u5206\u7c7b\u901a\u5e38\u56f4\u7ed5\u8868\u9762\u7c97\u7cd9\u5ea6\u3001\u571f\u58e4\u7c7b\u578b\u6216\u690d\u88ab\u8986\u76d6\u5ea6\u8fdb\u884c\u3002\u4f8b\u5982\uff0cISO 8608 \u6807\u51c6\u4f7f\u7528\u201cA \u7ea7\u201d\uff08\u5149\u6ed1\uff09\u5230\u201cH 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class=\"wp-block-heading\">\u81ea\u7136\u5730\u5f62\u7ec4\u4ef6<\/h3>\n\n\n\n<p>\u5728\u5efa\u7b51\u73af\u5883\u4e4b\u5916\uff0c\u5730\u5f62\u5206\u7c7b\u53ef\u80fd\u6d89\u53ca\u533a\u5206\u68ee\u6797\u3001\u8349\u539f\u3001\u6c34\u4f53\u7b49\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5f3a\u5927\u7684\u7cfb\u7edf\u53ef\u80fd\u4f1a\u5c06\u6811\u6728\u8302\u5bc6\u7684\u533a\u57df\u6807\u8bb0\u4e3a\u201c\u68ee\u6797\u201d\u6216\u201c\u6797\u5730\u201d\uff0c\u5c06\u704c\u6728\u4e3a\u4e3b\u7684\u533a\u57df\u6807\u8bb0\u4e3a\u201c\u704c\u6728\u4e1b\u201d\uff0c\u5c06\u5f00\u9614\u7684\u5e73\u539f\u6807\u8bb0\u4e3a\u201c\u8349\u539f\u201d\u3002\u8fd9\u79cd\u533a\u5206\u6709\u52a9\u4e8e\u751f\u6001\u5b66\u5bb6\u3001\u5730\u7406\u5b66\u5bb6\u548c\u73af\u5883\u7ba1\u7406\u8005\u76d1\u6d4b\u751f\u6001\u7cfb\u7edf\u53d8\u5316\u3001\u7ba1\u7406\u91ce\u751f\u52a8\u7269\u6816\u606f\u5730\u548c\u89c4\u5212\u4fdd\u62a4\u5de5\u4f5c\u3002<\/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\/3-6-1024x683.jpg\" alt=\"\" class=\"wp-image-173818\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/3-6-1024x683.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/3-6-300x200.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/3-6-768x512.jpg 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u5730\u5f62\u5206\u7c7b\u65b9\u6cd5\u4e0e\u6280\u672f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4f20\u7edf\u65b9\u6cd5<\/h3>\n\n\n\n<p>\u5728\u5148\u8fdb\u7684\u6280\u672f\u51fa\u73b0\u4e4b\u524d\uff0c\u5730\u5f62\u5206\u7c7b\u901a\u5e38\u4f9d\u8d56\u4e8e\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5730\u5f62\u56fe\uff1a<\/strong> 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class=\"wp-block-list\">\n<li><strong>LiDAR\uff08\u5149\u68c0\u6d4b\u548c\u6d4b\u8ddd\uff09\uff1a<\/strong> \u53d1\u9001\u6fc0\u5149\u8109\u51b2\u6765\u6d4b\u91cf\u8ddd\u79bb\u5e76\u6784\u5efa\u73af\u5883\u7684 3D \u70b9\u4e91\u3002\u7ed3\u679c\u662f\u4e00\u7ec4\u9ad8\u7cbe\u5ea6\u5750\u6807\uff0c\u53ef\u4ee5\u6355\u6349\u5730\u9762\u3001\u690d\u88ab\u548c\u5efa\u7b51\u7ed3\u6784\u7684\u7ec6\u8282\u3002<\/li>\n\n\n\n<li><strong>\u6444\u5f71\u6d4b\u91cf\uff1a<\/strong> \u4f7f\u7528\u91cd\u53e0\u56fe\u50cf\uff08\u6765\u81ea\u65e0\u4eba\u673a\u6216\u536b\u661f\uff09\u91cd\u5efa 3D \u8868\u9762\u3002\u8f6f\u4ef6\u5bf9\u9f50\u591a\u5f20\u7167\u7247\u4ee5\u751f\u6210\u6df1\u5ea6\u56fe\u5e76\u5f97\u51fa\u9ad8\u5ea6\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>360 \u5ea6\u5168\u666f\u6444\u50cf\u673a\uff1a<\/strong> 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class=\"wp-block-heading\">\u7279\u5f81\u5de5\u7a0b<\/h3>\n\n\n\n<p>\u5728\u673a\u5668\u5b66\u4e60\u6216\u8ba1\u7b97\u673a\u89c6\u89c9\u73af\u5883\u4e2d\uff0c\u539f\u59cb\u6570\u636e\u5f88\u5c11\u80fd\u6ee1\u8db3\u9700\u8981\u3002\u4e13\u5bb6\u4f1a\u63d0\u53d6\u6697\u793a\u70b9\u90bb\u57df\u5f62\u72b6\u6216\u6027\u8d28\u7684\u7279\u5f81\u3002\u793a\u4f8b\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u8981\u5e73\u9762\u7279\u5f81\uff1a<\/strong> \u786e\u5b9a\u5c40\u90e8\u70b9\u662f\u5426\u4e0e\u5e73\u9762\u5bf9\u9f50\u3002\u8f83\u5927\u7684\u5e73\u9762\u533a\u57df\u53ef\u80fd\u8868\u793a\u5efa\u7b51\u7269\u7acb\u9762\u6216\u5e73\u6574\u7684\u8def\u9762\u90e8\u5206\u3002<\/li>\n\n\n\n<li><strong>\u5782\u76f4\u5206\u5e03\u7279\u70b9\uff1a<\/strong> \u8ba1\u7b97\u7279\u5b9a\u9ad8\u5ea6\u95f4\u9694\u5185\u76f8\u90bb\u70b9\u7684\u6570\u91cf\u6709\u52a9\u4e8e\u533a\u5206\u6811\u5e72\u548c\u6811\u51a0\u3002<\/li>\n\n\n\n<li><strong>\u63a5\u8fd1\u5730\u9762\uff1a<\/strong> \u63a5\u8fd1\u96f6\u6d77\u62d4\uff08\u6216\u5728\u67d0\u4e2a\u9608\u503c\u5185\uff09\u7684\u70b9\u53ef\u80fd\u662f\u704c\u6728\u4e1b\u6216\u4f4e\u77ee\u7269\u4f53\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u529f\u80fd\u5c06\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982 3D \u70b9\u4e91\uff09\u8f6c\u6362\u4e3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5904\u7406\u7684\u7ed3\u6784\u5316\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u673a\u5668\u5b66\u4e60\u5206\u7c7b\u5668<\/h3>\n\n\n\n<p>\u5e38\u89c1\u7684\u5206\u7c7b\u65b9\u6cd5\u5305\u62ec\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u652f\u6301\u5411\u91cf\u673a\uff08SVM\uff09<\/h4>\n\n\n\n<p>SVM \u64c5\u957f\u5728\u591a\u7ef4\u7279\u5f81\u7a7a\u95f4\u4e2d\u5bfb\u627e\u51b3\u7b56\u8fb9\u754c\u3002\u5b83\u4eec\u53ef\u4ee5\u6269\u5c55\u5230\u591a\u7c7b\u522b\u4efb\u52a1\uff08\u4f8b\u5982\uff0c\u5730\u9762 vs. \u6811\u6728 vs. \u704c\u6728 vs. \u5efa\u7b51\u7269\uff09\u3002\u7136\u800c\uff0c\u5f53\u6570\u636e\u5608\u6742\u6216\u4e0a\u4e0b\u6587\u4fe1\u606f\u81f3\u5173\u91cd\u8981\u65f6\uff0cSVM \u53ef\u80fd\u4f1a\u9047\u5230\u56f0\u96be\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u6295\u7968\u652f\u6301\u5411\u91cf\u673a<\/h4>\n\n\n\n<p>\u5728\u57fa\u672c SVM \u4e4b\u4e0a\u6dfb\u52a0\u5e73\u6ed1\u6b65\u9aa4\u3002\u6bcf\u4e2a\u70b9\u7684\u6700\u7ec8\u6807\u7b7e\u7531\u5176\u90bb\u5c45\u7684\u591a\u6570\u6295\u7968\u51b3\u5b9a\u3002\u8fd9\u53ef\u4ee5\u4fee\u590d\u5c0f\u7684\u9519\u8bef\u5206\u7c7b\uff0c\u4f46\u5728\u73af\u5883\u590d\u6742\u7684\u533a\u57df\uff08\u4f8b\u5982\u62f1\u95e8\u6216\u5176\u4ed6\u5efa\u7b51\u7ec6\u8282\uff09\u53ef\u80fd\u4f1a\u5931\u8d25\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u8054\u60f3\u9a6c\u5c14\u53ef\u592b\u7f51\u7edc (AMN)<\/h4>\n\n\n\n<p>\u6784\u5efa\u4e00\u4e2a\u56fe\uff0c\u5176\u4e2d\u6bcf\u4e2a\u70b9\u90fd\u8fde\u63a5\u5230 3D \u7a7a\u95f4\u4e2d\u7684\u90bb\u5c45\u3002\u6210\u5bf9\u52bf\u80fd\u53ef\u589e\u5f3a\u5c40\u90e8\u4e00\u81f4\u6027\uff0c\u786e\u4fdd\u76f8\u90bb\u70b9\u5171\u4eab\u67d0\u4e9b\u51e0\u4f55\u7279\u5f81\u65f6\u5171\u4eab\u6807\u7b7e\u7684\u6982\u7387\u66f4\u9ad8\u3002AMN \u901a\u5e38\u5728\u590d\u6742\u73af\u5883\u4e2d\u63d0\u4f9b\u66f4\u597d\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09<\/h4>\n\n\n\n<p>\u5e38\u7528\u4e8e\u57fa\u4e8e\u56fe\u50cf\u7684\u5730\u5f62\u5206\u7c7b\u3002\u901a\u8fc7\u5bf9\u5927\u91cf\u6807\u8bb0\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\uff0cCNN \u53ef\u4ee5\u5b66\u4f1a\u8bc6\u522b\u4e0e\u7279\u5b9a\u5730\u5f62\u7c97\u7cd9\u5ea6\u6216\u6750\u6599\u7c7b\u578b\u76f8\u5bf9\u5e94\u7684\u6a21\u5f0f\u3002\u8fc1\u79fb\u5b66\u4e60\uff08\u91cd\u590d\u4f7f\u7528\u9884\u8bad\u7ec3\u6a21\u578b\uff09\u53ef\u4ee5\u52a0\u5feb\u5f00\u53d1\u901f\u5ea6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GIS \u4e0e CAD \u96c6\u6210<\/h3>\n\n\n\n<p>\u5206\u7c7b\u540e\uff0c\u7ed3\u679c\u901a\u5e38\u4f1a\u8f93\u5165\u5730\u7406\u4fe1\u606f\u7cfb\u7edf (GIS) \u6216\u8ba1\u7b97\u673a\u8f85\u52a9\u8bbe\u8ba1 (CAD) \u8f6f\u4ef6\u3002\u8fd9\u5141\u8bb8\u89c4\u5212\u4eba\u5458\u3001\u5de5\u7a0b\u5e08\u6216\u5206\u6790\u5e08\u5728 2D \u5730\u56fe\u6216\u4ea4\u4e92\u5f0f 3D \u6a21\u578b\u4e2d\u53ef\u89c6\u5316\u5206\u7c7b\u6570\u636e\u3002\u5728\u8fd9\u4e9b\u73af\u5883\u4e2d\uff0c\u60a8\u53ef\u4ee5\u5c06\u9053\u8def\u3001\u516c\u7528\u8bbe\u65bd\u548c\u4ea7\u6743\u7ebf\u53e0\u52a0\u5230\u5206\u7c7b\u5730\u5f62\u4e0a\uff0c\u4ee5\u4fc3\u8fdb\u8bbe\u8ba1\u51b3\u7b56\u548c\u573a\u666f\u89c4\u5212\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5de5\u5177\u548c\u6280\u672f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u91c7\u96c6\u786c\u4ef6<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u6fc0\u5149\u626b\u63cf\u4eea\uff08LiDAR\uff09\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u56fa\u5b9a\u6216\u5b89\u88c5\u5728\u8f66\u8f86\u3001\u65e0\u4eba\u673a\u751a\u81f3\u80cc\u5305\u4e0a\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b\u6570\u767e\u4e07\u4e2a\u7cbe\u786e\u7684\u8ddd\u79bb\u6d4b\u91cf\u3002<\/li>\n\n\n\n<li>\u6709\u5229\u4e8e\u8be6\u7ec6\u7684\u57ce\u5e02\u6216\u590d\u6742\u7684\u8d8a\u91ce\u573a\u666f\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u76f8\u673a\uff08RGB\u3001\u7ea2\u5916\u6216\u591a\u5149\u8c31\uff09\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u4f9b\u989c\u8272\u6216\u5149\u8c31\u6570\u636e\u4ee5\u589e\u5f3a\u5206\u7c7b\u3002<\/li>\n\n\n\n<li>\u7ea2\u5916\u7ebf\u53ef\u4ee5\u68c0\u6d4b\u6e29\u5dee\u6216\u6e7f\u5ea6\u6c34\u5e73\u3002<\/li>\n\n\n\n<li>\u591a\u5149\u8c31\u76f8\u673a\u5bf9\u4e8e\u73af\u5883\u6216\u519c\u4e1a\u5e94\u7528\u5f88\u6709\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u5168\u7403\u5b9a\u4f4d\u7cfb\u7edf (GPS) \u548c IMU\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u4f4d\u7f6e\u8ddf\u8e2a\u4e0e\u60ef\u6027\u6d4b\u91cf\u76f8\u7ed3\u5408\u3002<\/li>\n\n\n\n<li>\u5bf9\u4e8e\u5c06\u626b\u63cf\u6216\u56fe\u50cf\u62fc\u63a5\u6210\u8fde\u8d2f\u7684\u7edd\u5bf9\u53c2\u8003\u6846\u67b6\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8f6f\u4ef6\u548c\u7b97\u6cd5<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">3D \u91cd\u5efa\u8f6f\u4ef6\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06 LiDAR \u6216\u6444\u5f71\u6d4b\u91cf\u6570\u636e\u8f6c\u6362\u4e3a\u70b9\u4e91\u6216\u7f51\u683c\u3002<\/li>\n\n\n\n<li>\u5141\u8bb8\u624b\u52a8\u7f16\u8f91\u6216\u6ce8\u91ca\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff08TensorFlow\u3001PyTorch\u3001scikit-learn\uff09\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4fc3\u8fdb CNN\u3001SVM \u6216\u9ad8\u7ea7\u9a6c\u5c14\u53ef\u592b\u7f51\u7edc\u7b49\u6a21\u578b\u7684\u6784\u5efa\u548c\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u548c\u52a0\u901f GPU \u8bad\u7ec3\u7684\u5e93\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">GIS \u5e73\u53f0\uff08ArcGIS\u3001QGIS\uff09\uff1a<\/h4>\n\n\n\n<p>\u9002\u7528\u4e8e\u5730\u56fe\u7ed8\u5236\u3001\u5730\u7406\u7a7a\u95f4\u5206\u6790\u4ee5\u53ca\u5c06\u5206\u7c7b\u7ed3\u679c\u4e0e\u9053\u8def\u3001\u8d22\u4ea7\u8fb9\u754c\u6216\u73af\u5883\u5c42\u53e0\u52a0\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">CAD \u5de5\u5177\uff08AutoCAD\u3001MicroStation\uff09\uff1a<\/h4>\n\n\n\n<p>\u4f20\u7edf\u5de5\u7a0b\u5e73\u53f0\u4e0a\u7684\u673a\u5bc6\u6570\u636e\u53ef\u4ee5\u5e2e\u52a9\u5b8c\u5584\u9ad8\u901f\u516c\u8def\u6216\u516c\u7528\u4e8b\u4e1a\u7f51\u7edc\u7b49\u8bbe\u8ba1\u7279\u5f81\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-1024x768.jpg\" alt=\"\" class=\"wp-image-173819\" srcset=\"https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-1024x768.jpg 1024w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-300x225.jpg 300w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-768x576.jpg 768w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-1536x1152.jpg 1536w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-2048x1536.jpg 2048w, https:\/\/flypix.ai\/wp-content\/uploads\/2025\/02\/4-6-16x12.jpg 16w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u771f\u5b9e\u7528\u4f8b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u516c\u8def\u8bbe\u8ba1<\/h3>\n\n\n\n<p>\u5de5\u7a0b\u5e08\u4f9d\u9760\u5730\u5f62\u5206\u7c7b\u6765\u9009\u62e9\u8def\u7ebf\u53c2\u6570\uff0c\u4f8b\u5982\u6c34\u5e73\u66f2\u7387\u3001\u5782\u76f4\u5761\u5ea6\u548c\u6a2a\u622a\u9762\u8bbe\u8ba1\u3002\u4f8b\u5982\uff0c\u5c71\u533a\u53ef\u80fd\u9700\u8981\u66f4\u9891\u7e41\u7684\u6025\u8f6c\u5f2f\u3001\u66f4\u9661\u7684\u5f2f\u9053\u548c\u4e3a\u6162\u901f\u884c\u9a76\u7684\u8f66\u8f86\u589e\u52a0\u8f66\u9053\u3002\u4e86\u89e3\u5730\u5f62\u7c7b\u522b\u4e5f\u4f1a\u5f71\u54cd\u5efa\u7b51\u6750\u6599\u3001\u6392\u6c34\u89e3\u51b3\u65b9\u6848\u548c\u62a4\u680f\u89c4\u683c\u7684\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u5728\u8bb8\u591a\u56fd\u5bb6\uff0c\u5206\u7c7b\u65b9\u6cd5\u90fd\u5df2\u7f16\u5165\u6307\u5357\u4e2d\u3002\u4e00\u4e9b\u6807\u51c6\u5c06\u5730\u5f62\u5206\u4e3a\u4e09\u7c7b\uff1a\u5e73\u5766\u3001\u8d77\u4f0f\u548c\u5c71\u5730\u3002\u5176\u4ed6\u6807\u51c6\u5219\u6269\u5c55\u5230\u56db\u7c7b\u6216\u66f4\u591a\u3002\u4e3b\u8981\u76ee\u6807\u662f\u5b89\u5168\u548c\u6210\u672c\u6548\u76ca\u3002\u901a\u8fc7\u6839\u636e\u5730\u5f62\u91cf\u8eab\u5b9a\u5236\u8bbe\u8ba1\uff0c\u516c\u8def\u673a\u6784\u53ef\u4ee5\u6700\u5927\u9650\u5ea6\u5730\u964d\u4f4e\u4e8b\u6545\u98ce\u9669\u5e76\u4f18\u5316\u5efa\u8bbe\u9884\u7b97\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u8d8a\u91ce\u9a7e\u9a76\u548c ADAS<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u5fc5\u987b\u5e94\u5bf9\u672a\u94fa\u88c5\u6216\u7ef4\u62a4\u4e0d\u5584\u7684\u8def\u7ebf\u7684\u8f66\u8f86\uff0c\u8d8a\u91ce\u5730\u5f62\u5206\u7c7b\u662f\u9ad8\u7ea7\u9a7e\u9a76\u8f85\u52a9\u7cfb\u7edf\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\u3002\u6444\u50cf\u5934\u6216\u6fc0\u5149\u96f7\u8fbe\u4f20\u611f\u5668\u53ef\u4ee5\u68c0\u6d4b\u5230\u5373\u5c06\u51fa\u73b0\u7684\u7c97\u7cd9\u8def\u9762\uff0c\u7136\u540e\u5411\u8f66\u8f86\u53d1\u51fa\u4fe1\u53f7\u4ee5\u8c03\u6574\u901f\u5ea6\u3001\u60ac\u67b6\u8bbe\u7f6e\u6216\u7275\u5f15\u529b\u63a7\u5236\u3002\u8fd9\u5728\u9053\u8def\u4e0d\u6807\u51c6\u5316\u7684\u5730\u533a\u5c24\u5176\u6709\u4ef7\u503c\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u5730\u533a\u53ef\u80fd\u4f1a\u5728\u51e0\u7c73\u4e4b\u5185\u4ece\u5e73\u5766\u7684\u8def\u9762\u53d8\u6210\u5751\u5751\u6d3c\u6d3c\u7684\u6ce5\u571f\u8def\u9762\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u8868\u660e\uff0c\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u6839\u636e ISO 8608 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class=\"wp-block-heading\">\u57fa\u7840\u8bbe\u65bd\u548c\u57ce\u5e02\u89c4\u5212<\/h3>\n\n\n\n<p>\u5730\u65b9\u653f\u5e9c\u3001\u516c\u7528\u4e8b\u4e1a\u516c\u53f8\u548c\u7535\u4fe1\u63d0\u4f9b\u5546\u4f7f\u7528\u5730\u5f62\u5206\u7c7b\u6765\u786e\u5b9a\u5728\u4f55\u5904\u94fa\u8bbe\u7ba1\u9053\u3001\u7535\u7f06\u6216\u5149\u7ea4\u7ebf\u8def\u3002\u901a\u8fc7\u786e\u5b9a\u54ea\u4e9b\u8868\u9762\u662f\u6ca5\u9752\u3001\u6df7\u51dd\u571f\u3001\u571f\u58e4\u6216\u5176\u4ed6\u6750\u6599\uff0c\u89c4\u5212\u4eba\u5458\u53ef\u4ee5\u8ba1\u7b97\u5b89\u88c5\u6210\u672c\u548c\u5e72\u6270\u3002\u5982\u679c\u5730\u4e0b\u7a33\u5b9a\u6216\u67d0\u4e9b\u8def\u9762\u7c7b\u578b\u6613\u4e8e\u5f00\u6316\u548c\u4fee\u590d\uff0c\u5219\u53ef\u80fd\u91c7\u7528\u5e72\u6270\u8f83\u5c0f\u7684\u94bb\u4e95\u65b9\u6cd5\u6216\u975e\u5f00\u6316\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u5728\u4e0d\u65ad\u6269\u5f20\u7684\u667a\u6167\u57ce\u5e02\u4e2d\uff0c\u4e86\u89e3\u81ea\u7136\u8868\u9762\u4e0e\u5efa\u7b51\u8868\u9762\u7684\u5206\u5e03\u60c5\u51b5\u6709\u52a9\u4e8e\u6d2a\u6c34\u5efa\u6a21\u3001\u70ed\u5c9b\u7814\u7a76\u548c\u73af\u5883\u5f71\u54cd\u8bc4\u4f30\u3002\u57ce\u5e02\u6797\u4e1a\u4eba\u5458\u53ef\u80fd\u4f1a\u8ddf\u8e2a\u6811\u6728\u5bc6\u5ea6\uff0c\u800c\u516c\u5171\u5de5\u7a0b\u90e8\u95e8\u5219\u4f1a\u786e\u5b9a\u54ea\u4e9b\u4eba\u884c\u9053\u9700\u8981\u52a0\u56fa\u6216\u91cd\u65b0\u94fa\u8bbe\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u673a\u5668\u4eba\u4e0e\u81ea\u4e3b\u5bfc\u822a<\/h3>\n\n\n\n<p>\u65e0\u8bba\u662f\u7528\u4e8e\u914d\u9001\u3001\u519b\u4e8b\u4fa6\u5bdf\u8fd8\u662f\u519c\u4e1a\u4efb\u52a1\uff0c\u673a\u5668\u4eba\u7cfb\u7edf\u901a\u5e38\u90fd\u4f9d\u8d56\u4e8e\u5730\u5f62\u5206\u7c7b\u3002\u4f7f\u7528 LiDAR \u626b\u63cf\u73af\u5883\u7684\u5730\u9762\u673a\u5668\u4eba\u5fc5\u987b\u5c06\u70b9\u6807\u8bb0\u4e3a\u201c\u6811\u5e72\u201d\u3001\u201c\u704c\u6728\u201d\u3001\u201c\u5efa\u7b51\u7269\u201d\u6216\u201c\u5730\u9762\u201d\uff0c\u4ee5\u89c4\u5212\u9ad8\u6548\u5b89\u5168\u7684\u8def\u5f84\u3002\u8fd9\u5c31\u662f\u5148\u8fdb\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u5982\u9a6c\u5c14\u53ef\u592b\u7f51\u7edc\u6216 CNN\uff09\u63d0\u4f9b\u5de8\u5927\u4f18\u52bf\u7684\u5730\u65b9\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u7ed3\u5408\u4e0a\u4e0b\u6587\u6765\u51cf\u5c11\u590d\u6742\u533a\u57df\uff08\u4f8b\u5982\u5efa\u7b51\u7269\u62f1\u95e8\u6216\u8302\u5bc6\u7684\u6811\u53f6\uff09\u4e2d\u7684\u9519\u8bef\u5206\u7c7b\u3002<\/p>\n\n\n\n<p>\u4e00\u79cd\u7ecf\u5178\u65b9\u6cd5\u53ef\u80fd\u662f\u901a\u8fc7\u68c0\u67e5\u4f4e z \u5750\u6807\u6765\u68c0\u6d4b\u5730\u9762\u70b9\uff0c\u7136\u540e\u5c06\u5269\u4f59\u7684\u70b9\u5206\u7c7b\u4e3a\u53cd\u6620\u673a\u5668\u4eba\u6f5c\u5728\u969c\u788d\u7269\u6216\u5934\u9876\u5371\u9669\u7684\u7c7b\u522b\u3002\u8054\u60f3\u9a6c\u5c14\u53ef\u592b\u7f51\u7edc (AMN) \u5728\u8fd9\u91cc\u7279\u522b\u5f3a\u5927\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u589e\u5f3a\u5c40\u90e8\u4e00\u81f4\u6027\u3002\u5982\u679c 3D 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class=\"wp-block-heading\">\u6570\u636e\u8d28\u91cf\u548c\u9884\u5904\u7406<\/h3>\n\n\n\n<p>\u9ad8\u5206\u8fa8\u7387\u6570\u636e\u65e2\u662f\u798f\u97f3\uff0c\u4e5f\u662f\u7978\u5bb3\u3002\u867d\u7136\u66f4\u591a\u7ec6\u8282\u901a\u5e38\u4f1a\u6539\u5584\u5206\u7c7b\uff0c\u4f46\u5b83\u4e5f\u4f1a\u521b\u5efa\u5927\u91cf\u6587\u4ef6\uff0c\u9700\u8981\u5f3a\u5927\u7684\u5b58\u50a8\u548c\u8ba1\u7b97\u80fd\u529b\u3002\u6765\u81ea\u79fb\u52a8\u5e73\u53f0\uff08\u5982\u5730\u9762\u673a\u5668\u4eba\uff09\u7684\u5b9a\u4f4d\u8bef\u5dee\u4e5f\u4f1a\u5728\u70b9\u4e91\u4e2d\u5f15\u5165\u566a\u58f0\u6216\u9519\u4f4d\u3002\u8fd9\u53ef\u80fd\u4f1a\u9020\u6210\u6df7\u6dc6\uff0c\u7279\u522b\u662f\u5728\u4e0d\u540c\u5730\u5f62\u7c7b\u578b\u4e4b\u95f4\u7684\u8fb9\u7f18\u3002\u5f7b\u5e95\u7684\u9884\u5904\u7406\uff08\u4f8b\u5982\u70b9\u4e91\u5bf9\u9f50\u3001\u5f02\u5e38\u503c\u53bb\u9664\u548c\u566a\u58f0\u8fc7\u6ee4\uff09\u5bf9\u4e8e\u4fdd\u6301\u51c6\u786e\u6027\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5e73\u8861\u7b80\u5355\u4e0e\u7ec6\u8282<\/h3>\n\n\n\n<p>\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4e13\u5bb6\u53ea\u9700\u8981\u4e00\u4e2a\u5927\u81f4\u7684\u5206\u7c7b\uff08\u5e73\u5766\u3001\u4e18\u9675\u548c\u5c71\u533a\uff09\uff0c\u800c\u5728\u5176\u4ed6\u60c5\u51b5\u4e0b\uff0c\u4ed6\u4eec\u9700\u8981\u975e\u5e38\u8be6\u7ec6\u7684\u6807\u7b7e\uff08\u6811\u5e72\u3001\u6811\u53f6\u548c\u704c\u6728\uff09\u3002\u66f4\u590d\u6742\u7684\u5206\u7c7b\u901a\u5e38\u4f1a\u4ea7\u751f\u66f4\u591a\u53ef\u64cd\u4f5c\u7684\u6570\u636e\uff0c\u4f46\u9700\u8981\u66f4\u591a\u7684\u5904\u7406\u65f6\u95f4\u3001\u6570\u636e\u5b58\u50a8\u548c\u6a21\u578b\u590d\u6742\u6027\u3002\u786e\u5b9a\u6b63\u786e\u7684\u5206\u7c7b\u7ea7\u522b\u662f\u5173\u952e\u7684\u4e00\u6b65\u3002\u5982\u679c\u60a8\u7684\u5e94\u7528\u662f\u9ad8\u901f\u516c\u8def\u9650\u901f\u8bbe\u8ba1\uff0c\u60a8\u53ef\u80fd\u4e0d\u4f1a\u5173\u5fc3\u6bcf\u4e00\u4e2a\u5fae\u5c0f\u7684\u969c\u788d\uff0c\u4f46\u5982\u679c\u60a8\u6b63\u5728\u7f16\u7a0b\u4e00\u4e2a\u673a\u5668\u4eba\u5728\u6821\u56ed\u5185\u5bfc\u822a\uff0c\u90a3\u4e48\u6bcf\u4e00\u4e2a\u704c\u6728\u90fd\u5f88\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4fdd\u6301\u5927\u533a\u57df\u95f4\u7684\u4e00\u81f4\u6027<\/h3>\n\n\n\n<p>\u5728\u5904\u7406\u5e9e\u5927\u7684\u6570\u636e\u96c6\uff08\u6db5\u76d6\u6574\u4e2a\u57ce\u5e02\u6216\u6570\u767e\u516c\u91cc\u7684\u9053\u8def\uff09\u65f6\uff0c\u4fdd\u6301\u5206\u7c7b\u7684\u4e00\u81f4\u6027\u53ef\u80fd\u5177\u6709\u6311\u6218\u6027\u3002\u4e0d\u540c\u7684\u626b\u63cf\u53ef\u80fd\u5177\u6709\u4e0d\u540c\u7684\u70b9\u5bc6\u5ea6\uff0c\u6216\u8005\u5929\u6c14\u7b49\u5f53\u5730\u6761\u4ef6\u53ef\u80fd\u4f1a\u5f71\u54cd\u4f20\u611f\u5668\u8bfb\u6570\u3002\u67d0\u4e9b\u90e8\u5206\u53ef\u80fd\u5305\u542b\u4e0d\u5b8c\u6574\u6216\u4f4e\u8d28\u91cf\u7684\u6570\u636e\u3002\u5f3a\u5927\u7684\u5206\u7c7b\u6d41\u7a0b\u901a\u5e38\u9700\u8981\u8fed\u4ee3\u68c0\u67e5\uff0c\u751a\u81f3\u53ef\u80fd\u9700\u8981\u4eba\u5de5\u76d1\u7763\u3002\u5c06\u5927\u9762\u79ef\u533a\u57df\u5206\u5272\u6210\u53ef\u7ba1\u7406\u7684\u5757\u4e5f\u6709\u52a9\u4e8e\u4fdd\u6301\u6d41\u7a0b\u4e95\u7136\u6709\u5e8f\uff0c\u4f46\u60a8\u9700\u8981\u786e\u4fdd\u5404\u90e8\u5206\u4e4b\u95f4\u7684\u8fc7\u6e21\u4e0d\u4f1a\u5bfc\u81f4\u8fb9\u754c\u4e0d\u5339\u914d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7ba1\u7406\u8fb9\u7f18\u60c5\u51b5<\/h3>\n\n\n\n<p>\u5728\u96a7\u9053\u3001\u6865\u6881\u548c\u62f1\u95e8\u7b49\u7279\u6b8a\u6761\u4ef6\u4e0b\uff0c\u6216\u5728\u6570\u636e\u53ef\u80fd\u88ab\u90e8\u5206\u906e\u6321\u7684\u8302\u5bc6\u690d\u88ab\u4e2d\uff0c\u5730\u5f62\u5206\u7c7b\u53ef\u80fd\u4f1a\u5931\u8d25\u6216\u964d\u4f4e\u3002\u9ad8\u53cd\u5c04\u8868\u9762\u3001\u6c34\u4f53\u6216\u73bb\u7483\u7ed3\u6784\u53ef\u80fd\u4f1a\u626d\u66f2 LiDAR \u8bfb\u6570\u3002\u89c4\u5212\u4eba\u5458\u548c\u5de5\u7a0b\u5e08\u5fc5\u987b\u9884\u6d4b\u8fd9\u4e9b\u60c5\u51b5\uff0c\u5e76\u5b9a\u5236\u4ed6\u4eec\u7684\u7b97\u6cd5\uff08\u6216\u6570\u636e\u6536\u96c6\u65b9\u6cd5\uff09\u6765\u5904\u7406\u5b83\u4eec\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4e13\u7528\u4f20\u611f\u5668\u6216\u7ec4\u5408\u4f20\u611f\u5668\u9635\u5217\uff08\u5982 LiDAR 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class=\"wp-block-heading\">\u5b9e\u65f6\u5904\u7406<\/h3>\n\n\n\n<p>\u968f\u7740\u8ba1\u7b97\u80fd\u529b\u7684\u589e\u957f\uff0c\u5b9e\u65f6\u5730\u5f62\u5206\u7c7b\u53d8\u5f97\u66f4\u52a0\u53ef\u884c\u3002\u8fd9\u5c06\u4f7f\u8bf8\u5982\u5b9e\u65f6\u7ed8\u5236\u672a\u77e5\u533a\u57df\u5730\u56fe\u7684\u81ea\u52a8\u9a7e\u9a76\u65e0\u4eba\u673a\u6216\u5fc5\u987b\u5373\u65f6\u8c03\u6574\u9a7e\u9a76\u7b56\u7565\u7684\u8f66\u8f86\u7b49\u5e94\u7528\u53d7\u76ca\u3002\u5f53\u524d\u7684\u7814\u7a76\u91cd\u70b9\u662f\u4f18\u5316\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u53ef\u80fd\u5c06\u786c\u4ef6\u52a0\u901f\u5668\uff08\u5982 GPU \u6216\u8fb9\u7f18 AI \u82af\u7247\uff09\u4e0e\u6d41\u6570\u636e\u7ba1\u9053\u76f8\u7ed3\u5408\uff0c\u4ee5\u5b9e\u65f6\u5bf9\u5730\u5f62\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0e\u5176\u4ed6\u6280\u672f\u7684\u96c6\u6210<\/h3>\n\n\n\n<p>\u4e0e\u5176\u4ed6\u65b0\u5174\u6280\u672f\u76f8\u7ed3\u5408\u65f6\uff0c\u5730\u5f62\u5206\u7c7b\u53ef\u4ee5\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u589e\u5f3a\u73b0\u5b9e (AR)\uff1a<\/strong> \u5c06\u5730\u5f62\u7c7b\u522b\u53e0\u52a0\u5230\u73b0\u573a\u5de5\u7a0b\u5e08\u6216\u516c\u7528\u4e8b\u4e1a\u5de5\u4eba\u7684\u5b9e\u65f6\u89c6\u56fe\u4e0a\u3002<\/li>\n\n\n\n<li><strong>\u6570\u5b57\u5b6a\u751f\uff1a<\/strong> \u63d0\u4f9b\u57ce\u5e02\u6216\u5de5\u4e1a\u573a\u5730\u7684\u52a8\u6001\u3001\u5b9e\u65f6 3D \u6a21\u578b\uff0c\u5e76\u4e0d\u65ad\u66f4\u65b0\u65b0\u7684\u5206\u7c7b\u3002<\/li>\n\n\n\n<li><strong>\u6c14\u5019\u53d8\u5316\u9002\u5e94\uff1a<\/strong> \u5e2e\u52a9\u57ce\u5e02\u89c4\u5212\u8005\u6a21\u62df\u6d77\u5e73\u9762\u4e0a\u5347\u3001\u6781\u7aef\u964d\u96e8\u6216\u690d\u88ab\u6a21\u5f0f\u53d8\u5316\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u968f\u7740\u8fd9\u4e9b\u9886\u57df\u7684\u53d1\u5c55\uff0c\u51c6\u786e\u4e86\u89e3\u6240\u5904\u7406\u7684\u5730\u5f62\u6216\u8868\u9762\u7c7b\u578b\u5c06\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba<\/h2>\n\n\n\n<p>\u5730\u5f62\u5206\u7c7b\u662f\u9053\u8def\u66f4\u5b89\u5168\u3001\u8d8a\u91ce\u8f66\u6027\u80fd\u66f4\u5f3a\u5927\u4ee5\u53ca\u57ce\u5e02\u89c4\u5212\u66f4\u9ad8\u6548\u7684\u57fa\u7840\u3002\u901a\u8fc7\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u6709\u610f\u4e49\u7684\u7c7b\u522b\uff08\u65e0\u8bba\u662f\u533a\u5206\u5efa\u7b51\u7269\u4e0e\u6811\u6728\u8fd8\u662f\u788e\u77f3\u4e0e\u6ca5\u9752\uff09\uff0c\u5de5\u7a0b\u5e08\u3001\u89c4\u5212\u4eba\u5458\u548c\u673a\u5668\u4eba\u7cfb\u7edf\u53ef\u4ee5\u83b7\u5f97\u5f3a\u5927\u7684\u6d1e\u5bdf\u529b\uff0c\u4ee5\u6307\u5bfc\u8bbe\u8ba1\u3001\u964d\u4f4e\u6210\u672c\u5e76\u63d0\u9ad8\u5b89\u5168\u6027\u3002\u968f\u7740\u4f20\u611f\u5668\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5b9e\u65f6\u5206\u7c7b\u5c06\u6210\u4e3a\u5e38\u89c4\uff0c\u4e3a\u4ea4\u901a\u3001\u57ce\u5e02\u53d1\u5c55\u7b49\u9886\u57df\u7684\u65b0\u521b\u65b0\u94fa\u5e73\u9053\u8def\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u5e38\u89c1\u95ee\u9898<\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-1739101264100\"><strong class=\"schema-faq-question\">\u4ec0\u4e48\u662f\u5730\u5f62\u5206\u7c7b\uff1f<\/strong> <p class=\"schema-faq-answer\">\u5730\u5f62\u5206\u7c7b\u662f\u6839\u636e\u7269\u7406\u7279\u5f81\u6807\u8bb0\u4e0d\u540c\u7c7b\u578b\u7684\u5730\u8868\u6216\u7269\u4f53\uff08\u5982\u5730\u9762\u3001\u5efa\u7b51\u7269\u3001\u6811\u6728\u6216\u6c34\uff09\u7684\u8fc7\u7a0b\u3002\u5b83\u5c06\u539f\u59cb\u4f20\u611f\u5668\u6570\u636e\u8f6c\u6362\u4e3a\u6709\u610f\u4e49\u7684\u7c7b\u522b\uff0c\u4ee5\u652f\u6301\u89c4\u5212\u3001\u8bbe\u8ba1\u548c\u5bfc\u822a\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101280439\"><strong class=\"schema-faq-question\">\u4e3a\u4ec0\u4e48\u5b83\u5f88\u91cd\u8981\uff1f<\/strong> <p class=\"schema-faq-answer\">\u51c6\u786e\u7684\u5730\u5f62\u5206\u7c7b\u6709\u52a9\u4e8e\u5de5\u7a0b\u5e08\u8bbe\u8ba1\u66f4\u5b89\u5168\u7684\u9053\u8def\uff0c\u652f\u6301\u8d8a\u91ce\u73af\u5883\u4e0b\u7684\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff0c\u5e76\u5e2e\u52a9\u57ce\u5e02\u89c4\u5212\u4eba\u5458\u8fdb\u884c\u5149\u7ea4\u5b89\u88c5\u7b49\u9879\u76ee\u3002\u5b83\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u73af\u5883\u7814\u7a76\u548c\u5176\u4ed6\u7a7a\u95f4\u5206\u6790\u7684\u57fa\u7840\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101293223\"><strong class=\"schema-faq-question\">\u901a\u5e38\u4f7f\u7528\u54ea\u4e9b\u6570\u636e\u6e90\uff1f<\/strong> <p class=\"schema-faq-answer\">\u73b0\u4ee3\u5206\u7c7b\u901a\u5e38\u4f9d\u8d56\u4e8e\u6fc0\u5149\u96f7\u8fbe\u3001\u6444\u5f71\u6d4b\u91cf\uff08\u6765\u81ea\u65e0\u4eba\u673a\u6216\u536b\u661f\uff09\u548c 360 \u5ea6\u6444\u50cf\u5934\u3002\u8f83\u65e7\u7684\u65b9\u6cd5\u53ef\u80fd\u4f7f\u7528\u5730\u5f62\u56fe\u548c\u5b9e\u5730\u8c03\u67e5\uff0c\u4f46\u9ad8\u5206\u8fa8\u7387\u4f20\u611f\u5668\u73b0\u5728\u53ef\u63d0\u4f9b\u66f4\u8be6\u7ec6\u3001\u66f4\u53ca\u65f6\u7684\u4fe1\u606f\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101306254\"><strong class=\"schema-faq-question\">\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5982\u4f55\u5bf9\u5730\u5f62\u8fdb\u884c\u5206\u7c7b\uff1f<\/strong> <p class=\"schema-faq-answer\">\u652f\u6301\u5411\u91cf\u673a (SVM)\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc (CNN) \u548c\u8054\u60f3\u9a6c\u5c14\u53ef\u592b\u7f51\u7edc (AMN) \u7b49\u7b97\u6cd5\u4ece\u6807\u8bb0\u6570\u636e\u4e2d\u5b66\u4e60\u6a21\u5f0f\u3002\u5b83\u4eec\u4f7f\u7528\u6d77\u62d4\u3001\u5c40\u90e8\u5f62\u72b6\u548c\u70b9\u5206\u5e03\u7b49\u7279\u5f81\u6765\u9884\u6d4b\u6700\u53ef\u80fd\u7684\u5730\u5f62\u7c7b\u522b\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101317575\"><strong class=\"schema-faq-question\">\u5730\u5f62\u5206\u7c7b\u5982\u4f55\u5e2e\u52a9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff1f<\/strong> <p class=\"schema-faq-answer\">\u901a\u8fc7\u8bc6\u522b\u8def\u9762\u7c97\u7cd9\u5ea6\u3001\u690d\u88ab\u6216\u969c\u788d\u7269\uff0c\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u53ef\u4ee5\u8c03\u6574\u901f\u5ea6\u3001\u60ac\u67b6\u548c\u8def\u5f84\u89c4\u5212\u3002\u8fd9\u53ef\u4ee5\u63d0\u9ad8\u5b89\u5168\u6027\u548c\u8212\u9002\u6027\uff0c\u5c24\u5176\u662f\u5728\u7ef4\u62a4\u4e0d\u826f\u6216\u672a\u94fa\u780c\u7684\u9053\u8def\u4e0a\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101329911\"><strong class=\"schema-faq-question\">\u5730\u5f62\u5206\u7c7b\u4f1a\u51fa\u73b0\u54ea\u4e9b\u6311\u6218\uff1f<\/strong> <p class=\"schema-faq-answer\">\u5e38\u89c1\u95ee\u9898\u5305\u62ec\u6570\u636e\u566a\u58f0\u3001\u70b9\u5bc6\u5ea6\u4e0d\u4e00\u81f4\u3001\u6781\u7aef\u5929\u6c14\u6761\u4ef6\u4ee5\u53ca\u96a7\u9053\u6216\u53cd\u5c04\u9762\u7b49\u6781\u7aef\u60c5\u51b5\u3002\u5927\u578b\u9879\u76ee\u8fd8\u9700\u8981\u5f3a\u5927\u7684\u5904\u7406\u80fd\u529b\u6765\u5904\u7406\u6570\u767e\u4e07\u4e2a\u6570\u636e\u70b9\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101342488\"><strong class=\"schema-faq-question\">\u6570\u636e\u5982\u4f55\u96c6\u6210\u5230\u5176\u4ed6\u5de5\u5177\u4e2d\uff1f<\/strong> <p class=\"schema-faq-answer\">\u5206\u7c7b\u5730\u5f62\u6570\u636e\u901a\u5e38\u8fdb\u5165 GIS\uff08\u5730\u7406\u4fe1\u606f\u7cfb\u7edf\uff09\u6216 CAD\uff08\u8ba1\u7b97\u673a\u8f85\u52a9\u8bbe\u8ba1\uff09\u8f6f\u4ef6\uff0c\u4f7f\u4e13\u5bb6\u80fd\u591f\u5728\u4e00\u4e2a\u5730\u65b9\u53ef\u89c6\u5316\u548c\u64cd\u4f5c\u5305\u542b\u9053\u8def\u3001\u516c\u7528\u8bbe\u65bd\u548c\u81ea\u7136\u7279\u5f81\u7684\u56fe\u5c42\u3002<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-1739101354748\"><strong class=\"schema-faq-question\">\u672a\u6765\u4f1a\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/strong> <p class=\"schema-faq-answer\">\u4f20\u611f\u5668\u8d8a\u6765\u8d8a\u7cbe\u786e\uff0c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u4e5f\u8d8a\u6765\u8d8a\u9ad8\u6548\u3002\u9884\u8ba1\u5b9e\u65f6\u5730\u5f62\u5206\u7c7b\u5c06\u5f97\u5230\u66f4\u52a0\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u4e3a\u667a\u80fd\u57ce\u5e02\u3001\u5148\u8fdb\u673a\u5668\u4eba\u548c\u707e\u96be\u54cd\u5e94\u5de5\u4f5c\u63d0\u4f9b\u521b\u65b0\u52a8\u529b\u3002<\/p> <\/div> <\/div>","protected":false},"excerpt":{"rendered":"<p>Terrain classification is the process of categorizing and mapping different types of landscapes or surfaces based on their physical characteristics. While it might sound like a niche subject, this field has a surprisingly broad impact on engineering, transportation, urban planning, and even robotics. In essence, terrain classification lays the groundwork for how we build highways, [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":173816,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-173815","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>Essential Guide to Terrain Classification<\/title>\n<meta name=\"description\" content=\"Discover how terrain classification drives better roads, robotics, and planning with proven methods, real-world examples, and cutting-edge insights.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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They use features like elevation, local shape, and distribution of points to predict the most likely terrain category.","inLanguage":"zh-Hans"},"inLanguage":"zh-Hans"},{"@type":"Question","@id":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101317575","position":5,"url":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101317575","name":"\u5730\u5f62\u5206\u7c7b\u5982\u4f55\u5e2e\u52a9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\uff1f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"By recognizing surface roughness, vegetation, or obstacles, autonomous vehicles can adjust speed, suspension, and path planning. This improves safety and comfort, especially on poorly maintained or unpaved roads.","inLanguage":"zh-Hans"},"inLanguage":"zh-Hans"},{"@type":"Question","@id":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101329911","position":6,"url":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101329911","name":"\u5730\u5f62\u5206\u7c7b\u4f1a\u51fa\u73b0\u54ea\u4e9b\u6311\u6218\uff1f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Common issues include noisy data, inconsistent point density, extreme weather conditions, and edge cases like tunnels or reflective surfaces. Large-scale projects also require significant processing power to handle millions of data points.","inLanguage":"zh-Hans"},"inLanguage":"zh-Hans"},{"@type":"Question","@id":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101342488","position":7,"url":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101342488","name":"\u6570\u636e\u5982\u4f55\u96c6\u6210\u5230\u5176\u4ed6\u5de5\u5177\u4e2d\uff1f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Classified terrain data typically enters GIS (Geographic Information Systems) or CAD (Computer-Aided Design) software, allowing experts to visualize and manipulate layers that contain roads, utilities, and natural features, all in one place.","inLanguage":"zh-Hans"},"inLanguage":"zh-Hans"},{"@type":"Question","@id":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101354748","position":8,"url":"https:\/\/flypix.ai\/terrain-classification\/#faq-question-1739101354748","name":"\u672a\u6765\u4f1a\u662f\u4ec0\u4e48\u6837\u7684\uff1f","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Sensors are becoming more precise, and machine learning algorithms are increasingly efficient. Expect real-time terrain classification to become more widespread, powering innovations in smart cities, advanced robotics, and disaster response efforts.","inLanguage":"zh-Hans"},"inLanguage":"zh-Hans"}]}},"_links":{"self":[{"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/posts\/173815","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/comments?post=173815"}],"version-history":[{"count":0,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/posts\/173815\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/media\/173816"}],"wp:attachment":[{"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/media?parent=173815"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/categories?post=173815"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/flypix.ai\/zh\/wp-json\/wp\/v2\/tags?post=173815"}],"curies":[{"name":"\u53ef\u6e7f\u6027\u7c89\u5242","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}