{"id":95929,"date":"2026-08-27T02:08:43","date_gmt":"2026-08-26T18:08:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/95929.html"},"modified":"2026-08-27T02:08:43","modified_gmt":"2026-08-26T18:08:43","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e8%a7%a3%e6%9e%90%e3%80%91yolo-%e4%b8%8e%e5%9b%bd%e5%ae%b6%e9%87%91%e8%9e%8d%e7%9b%91%e7%9d%a3%e7%ae%a1%e7%90%86%e6%80%bb%e5%b1%80%ef%bc%88nfra%ef%bc%89%ef%bc%9a%e4%bb%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/95929.html","title":{"rendered":"\u3010\u6df1\u5ea6\u89e3\u6790\u3011YOLO \u4e0e\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40\uff08NFRA\uff09\uff1a\u4ece\u76d1\u7ba1\u5408\u89c4\u5230\u89c6\u89c9AI\u843d\u5730\u7684\u5168\u666f\u6280\u672f\u6307\u5357"},"content":{"rendered":"<h2>\u3010\u6df1\u5ea6\u89e3\u6790\u3011YOLO \u4e0e\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40&#xff08;NFRA&#xff09;&#xff1a;\u4ece\u76d1\u7ba1\u5408\u89c4\u5230\u89c6\u89c9AI\u843d\u5730\u7684\u5168\u666f\u6280\u672f\u6307\u5357<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260826180839-6a8f2ba77f368.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u6458\u8981&#xff1a;\u968f\u7740\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40&#xff08;NFRA&#xff09;\u5bf9\u201c\u79d1\u6280\u76d1\u7ba1\u201d\u4e0e\u201c\u6570\u5b57\u91d1\u878d\u201d\u6218\u7565\u7684\u6301\u7eed\u63a8\u8fdb&#xff0c;\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u5c24\u5176\u662f YOLO&#xff08;You Only Look Once&#xff09;\u7cfb\u5217\u7b97\u6cd5&#xff0c;\u6b63\u6210\u4e3a\u91d1\u878d\u673a\u6784\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u3001\u63d0\u5347\u98ce\u63a7\u6548\u80fd\u7684\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u3002\u672c\u6587\u8df3\u51fa\u7eaf\u6280\u672f\u89c6\u89d2&#xff0c;\u7ad9\u5728\u76d1\u7ba1\u5408\u89c4&#043;\u5de5\u7a0b\u843d\u5730&#043;\u4e1a\u52a1\u4ef7\u503c\u4e09\u7ef4\u4ea4\u53c9\u70b9&#xff0c;\u7cfb\u7edf\u68b3\u7406 YOLO \u5728 NFRA \u76d1\u7ba1\u6846\u67b6\u4e0b\u7684\u5e94\u7528\u8fb9\u754c\u3001\u6280\u672f\u67b6\u6784\u3001\u5408\u89c4\u7ea2\u7ebf\u53ca\u5b9e\u6218\u4ee3\u7801\u3002\u6587\u7ae0\u7ed3\u54082026\u5e74\u6700\u65b0\u76d1\u7ba1\u653f\u7b56&#xff0c;\u63d0\u4f9b\u53ef\u590d\u7528\u7684\u79c1\u6709\u5316\u90e8\u7f72\u65b9\u6848\u4e0e\u6a21\u578b\u4f18\u5316\u7b56\u7565&#xff0c;\u65e8\u5728\u4e3a\u91d1\u878d\u79d1\u6280\u4ece\u4e1a\u8005\u3001AI\u5de5\u7a0b\u5e08\u53ca\u5408\u89c4\u7ba1\u7406\u4eba\u5458\u63d0\u4f9b\u4e00\u4efd\u201c\u65e2\u61c2\u6280\u672f\u53c8\u61c2\u76d1\u7ba1\u201d\u7684\u4e07\u5b57\u5b9e\u64cd\u624b\u518c\u3002<\/p>\n<hr \/>\n<h3>&#x1f4cc; \u6838\u5fc3\u8981\u70b9\u901f\u89c8&#xff08;\u4ee5\u4e0b\u8981\u70b9\u7262\u8bb0&#xff01;&#xff09;<\/h3>\n<ul>\n<li>NFRA \u662f\u89c4\u5219\u5236\u5b9a\u8005&#xff0c;\u4e0d\u662f\u6280\u672f\u91c7\u8d2d\u65b9&#xff1a;YOLO \u4e0d\u80fd\u76f4\u63a5\u201c\u7ed3\u5408\u201d\u76d1\u7ba1\u673a\u6784&#xff0c;\u800c\u662f\u670d\u52a1\u4e8e\u53d7\u76d1\u7ba1\u7684\u91d1\u878d\u673a\u6784\u4e1a\u52a1\u6d41\u7a0b\u3002<\/li>\n<li>\u5408\u89c4\u5148\u4e8e\u6280\u672f&#xff1a;\u4efb\u4f55 YOLO \u5e94\u7528\u5fc5\u987b\u9996\u5148\u901a\u8fc7\u300a\u5173\u4e8e\u94f6\u884c\u4e1a\u4fdd\u9669\u4e1a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5f00\u53d1\u5e94\u7528\u7684\u6307\u5bfc\u610f\u89c1\u300b&#xff08;\u91d1\u53d1\u30142026\u30158\u53f7&#xff09;\u7684\u5408\u89c4\u6027\u5ba1\u67e5\u3002<\/li>\n<li>\u4eba\u673a\u534f\u540c\u662f\u5e95\u7ebf&#xff1a;\u5728\u4fe1\u8d37\u3001\u7406\u8d54\u7b49\u9ad8\u98ce\u9669\u573a\u666f&#xff0c;YOLO \u4ec5\u4f5c\u4e3a\u8f85\u52a9\u611f\u77e5\u5c42&#xff0c;\u6700\u7ec8\u51b3\u7b56\u6743\u5fc5\u987b\u4fdd\u7559\u5728\u4eba\u5de5\u73af\u8282\u3002<\/li>\n<li>\u6570\u636e\u4e3b\u6743\u4e0d\u53ef\u903e\u8d8a&#xff1a;\u91d1\u878d\u89c6\u89c9\u6570\u636e\u5fc5\u987b\u5883\u5185\u5b58\u50a8\u3001\u8131\u654f\u5904\u7406&#xff0c;\u4e25\u7981\u4f7f\u7528\u672a\u6388\u6743\u751f\u7269\u7279\u5f81\u6570\u636e\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002<\/li>\n<li>\u79c1\u6709\u5316\u90e8\u7f72\u662f\u6807\u914d&#xff1a;\u51fa\u4e8e\u5b89\u5168\u4e0e\u5408\u89c4\u8003\u8651&#xff0c;\u91d1\u878d\u7ea7 YOLO \u5e94\u7528\u51e0\u4e4e\u5168\u90e8\u91c7\u7528\u672c\u5730\u5316\u6216\u4e13\u6709\u4e91\u90e8\u7f72&#xff0c;\u800c\u975e\u516c\u6709\u4e91 API\u3002<\/li>\n<\/ul>\n<hr \/>\n<h4>\u5feb\u901f\u8df3\u8f6c\u951a\u70b9&#xff1a;<\/h4>\n<ul>\n<li>\u3010\u6df1\u5ea6\u89e3\u6790\u3011YOLO \u4e0e\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40&#xff08;NFRA&#xff09;&#xff1a;\u4ece\u76d1\u7ba1\u5408\u89c4\u5230\u89c6\u89c9AI\u843d\u5730\u7684\u5168\u666f\u6280\u672f\u6307\u5357<\/li>\n<li>\n<ul>\n<li>&#x1f4cc; \u6838\u5fc3\u8981\u70b9\u901f\u89c8&#xff08;\u4ee5\u4e0b\u8981\u70b9\u7262\u8bb0&#xff01;&#xff09;<\/li>\n<li>\u4e00\u3001 \u6982\u5ff5\u91cd\u6784&#xff1a;NFRA \u4e0e YOLO \u7684\u771f\u5b9e\u5173\u7cfb\u56fe\u8c31<\/li>\n<li>\n<ul>\n<li>1.1 \u89d2\u8272\u5b9a\u4f4d\u7684\u672c\u8d28\u5dee\u5f02<\/li>\n<li>1.2 \u6b63\u786e\u7684\u4ea4\u4e92\u6a21\u578b&#xff1a;\u76d1\u7ba1\u9a71\u52a8\u7684\u6280\u672f\u5d4c\u5165<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001 \u653f\u7b56\u57fa\u77f3&#xff1a;\u91d1\u53d1\u30142026\u30158\u53f7\u6587\u7684\u6280\u672f\u6620\u5c04<\/li>\n<li>\n<ul>\n<li>2.1 8\u53f7\u6587\u6838\u5fc3\u6761\u6b3e\u7684 YOLO \u6280\u672f\u6620\u5c04\u8868<\/li>\n<li>2.2 \u98ce\u9669\u5206\u7ea7\u7ba1\u7406\u673a\u5236<\/li>\n<\/ul>\n<\/li>\n<li>\u4e09\u3001 \u516d\u5927\u6838\u5fc3\u843d\u5730\u573a\u666f&#xff1a;\u6280\u672f\u5b9e\u73b0\u4e0e\u5408\u89c4\u8981\u70b9<\/li>\n<li>\n<ul>\n<li>3.1 \u94f6\u884c\u7f51\u70b9\u5408\u89c4\u884c\u4e3a\u76d1\u6d4b<\/li>\n<li>3.2 \u4fdd\u9669\u7406\u8d54\u53cd\u6b3a\u8bc8\u4e0e\u667a\u80fd\u5b9a\u635f<\/li>\n<li>3.3 \u4fe1\u8d37\u62b5\u62bc\u7269\u8fdc\u7a0b\u5de1\u67e5<\/li>\n<li>3.4 \u91d1\u878d\u8425\u9500\u5185\u5bb9\u5408\u89c4\u5ba1\u67e5<\/li>\n<li>3.5 \u53cd\u6d17\u94b1\u5ba2\u6237\u8eab\u4efd\u8bc6\u522b\u8f85\u52a9<\/li>\n<li>3.6 \u76d1\u7ba1\u6570\u636e\u62a5\u9001\u8d28\u91cf\u6821\u9a8c<\/li>\n<\/ul>\n<\/li>\n<li>\u56db\u3001 \u91d1\u878d\u7ea7 YOLO \u79c1\u6709\u5316\u90e8\u7f72\u67b6\u6784\u8be6\u89e3<\/li>\n<li>\n<ul>\n<li>4.1 \u6574\u4f53\u67b6\u6784\u56fe<\/li>\n<li>4.2 \u5173\u952e\u6280\u672f\u9009\u578b\u5efa\u8bae<\/li>\n<li>4.3 \u6570\u636e\u5b89\u5168\u52a0\u56fa\u63aa\u65bd<\/li>\n<\/ul>\n<\/li>\n<li>\u4e94\u3001 \u6a21\u578b\u4f18\u5316\u5b9e\u6218&#xff1a;\u4ece\u5f00\u6e90\u5230\u91d1\u878d\u7ea7<\/li>\n<li>\n<ul>\n<li>5.1 \u5c0f\u76ee\u6807\u68c0\u6d4b\u4f18\u5316&#xff08;\u5de5\u724c\/\u8bc1\u4ef6\/\u8fdc\u5904\u8f66\u8f86&#xff09;<\/li>\n<li>5.2 \u6a21\u578b\u8f7b\u91cf\u5316\u4e0e\u52a0\u901f<\/li>\n<li>5.3 \u6301\u7eed\u5b66\u4e60\u4e0e\u6a21\u578b\u6f02\u79fb\u5e94\u5bf9<\/li>\n<\/ul>\n<\/li>\n<li>\u516d\u3001 \u5408\u89c4\u7ea2\u7ebf\u6e05\u5355\u4e0e\u81ea\u67e5\u5de5\u5177<\/li>\n<li>\n<ul>\n<li>6.1 \u7edd\u5bf9\u7981\u6b62\u4e8b\u9879&#xff08;\u7ea2\u7ebf&#xff09;<\/li>\n<li>6.2 \u4e0a\u7ebf\u524d\u5408\u89c4\u81ea\u67e5\u6e05\u5355<\/li>\n<\/ul>\n<\/li>\n<li>\u4e03\u3001 \u96be\u70b9\u5206\u6790\u4e0e\u5e38\u89c1\u8bef\u533a<\/li>\n<li>\n<ul>\n<li>7.1 \u96be\u70b9&#xff1a;\u53ef\u89e3\u91ca\u6027\u4e0e\u9ed1\u7bb1\u77db\u76fe<\/li>\n<li>7.2 \u8bef\u533a&#xff1a;\u8ffd\u6c42 SOTA \u6307\u6807\u5ffd\u89c6\u4e1a\u52a1\u4ef7\u503c<\/li>\n<li>7.3 \u8bef\u533a&#xff1a;\u91cd\u6a21\u578b\u8f7b\u6570\u636e<\/li>\n<\/ul>\n<\/li>\n<li>\u516b\u3001 FAQ&#xff1a;\u9ad8\u9891\u95ee\u9898\u89e3\u7b54<\/li>\n<li>\n<ul>\n<li>&#x1f525; Q1&#xff08;\u70ed\u5ea6\u6700\u9ad8 \u00b7 \u6280\u672f\u8d1f\u8d23\u4eba\u5fc5\u95ee&#xff09;&#xff1a;\u5f00\u6e90 YOLO \u6a21\u578b\u80fd\u76f4\u63a5\u642c\u8fdb\u91d1\u878d\u751f\u4ea7\u73af\u5883\u5417&#xff1f;<\/li>\n<li>\u2696\ufe0f Q2&#xff08;\u51b3\u7b56\u5c42\u6700\u7126\u8651 \u00b7 CTO\/\u98ce\u63a7\u603b\u76d1\u5173\u6ce8&#xff09;&#xff1a;\u6a21\u578b\u8bef\u5224\u5bfc\u81f4\u5ba2\u6237\u6295\u8bc9\u751a\u81f3\u8bc9\u8bbc&#xff0c;\u8d23\u4efb\u5230\u5e95\u7b97\u8c01\u7684&#xff1f;<\/li>\n<li>&#x1f3d7;\ufe0f Q3&#xff08;\u5de5\u7a0b\u843d\u5730\u6700\u5934\u75bc \u00b7 \u67b6\u6784\u5e08\/\u8fd0\u7ef4\u56e2\u961f\u5173\u6ce8&#xff09;&#xff1a;\u8fb9\u7f18\u8bbe\u5907\u7b97\u529b\u4e0d\u591f&#xff0c;\u80fd\u4e0d\u80fd\u628a\u63a8\u7406\u642c\u5230\u4e91\u7aef&#xff1f;<\/li>\n<li>&#x1f4cb; Q4&#xff08;\u5408\u89c4\u56e2\u961f\u6700\u7d27\u5f20 \u00b7 \u5408\u89c4\/\u5ba1\u8ba1\u8d1f\u8d23\u4eba\u5173\u6ce8&#xff09;&#xff1a;\u76d1\u7ba1\u6765\u68c0\u67e5&#xff0c;\u600e\u4e48\u8bc1\u660e\u6211\u4eec\u7684 YOLO \u5e94\u7528\u662f\u5408\u89c4\u7684&#xff1f;<\/li>\n<li>&#x1f9e0; Q5&#xff08;\u4e1a\u52a1\u521b\u65b0\u6700\u8bf1\u60d1 \u00b7 \u4ea7\u54c1\u7ecf\u7406\/\u4e1a\u52a1\u90e8\u95e8\u5173\u6ce8&#xff09;&#xff1a;\u80fd\u4e0d\u80fd\u7528 YOLO \u505a\u5ba2\u6237\u60c5\u7eea\u5206\u6790&#xff0c;\u5b9e\u73b0&#034;\u5343\u4eba\u5343\u9762&#034;\u7684\u7cbe\u51c6\u670d\u52a1&#xff1f;<\/li>\n<li>&#x1f4cc; FAQ \u603b\u7ed3\u901f\u67e5\u8868<\/li>\n<\/ul>\n<\/li>\n<li>\u4e5d\u3001 \u6269\u5c55\u9605\u8bfb\u63a8\u8350<\/li>\n<li>\n<ul>\n<li>&#x1f4dc; \u7b2c\u4e00\u68af\u961f&#xff1a;\u653f\u7b56\u6cd5\u89c4&#xff08;\u5fc5\u8bfb&#xff09;<\/li>\n<li>\n<ul>\n<li>1. \u300a\u5173\u4e8e\u94f6\u884c\u4e1a\u4fdd\u9669\u4e1a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5f00\u53d1\u5e94\u7528\u7684\u6307\u5bfc\u610f\u89c1\u300b&#xff08;\u91d1\u53d1\u30142026\u30158\u53f7&#xff09;<\/li>\n<li>2. JR\/T 0197-2020\u300a\u91d1\u878d\u6570\u636e\u5b89\u5168 \u6570\u636e\u5b89\u5168\u5206\u7ea7\u6307\u5357\u300b<\/li>\n<li>3. JR\/T 0218-2021\u300a\u91d1\u878d\u4e1a\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e94\u7528\u89c4\u8303\u300b<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4d8; \u7b2c\u4e8c\u68af\u961f&#xff1a;\u6280\u672f\u767d\u76ae\u4e66&#xff08;\u5f3a\u70c8\u63a8\u8350&#xff09;<\/li>\n<li>\n<ul>\n<li>4. \u4e2d\u56fd\u4fe1\u901a\u9662\u300a\u91d1\u878d\u7ea7\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u53ef\u4fe1\u767d\u76ae\u4e66&#xff08;2026&#xff09;\u300b<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f6e0;\ufe0f \u7b2c\u4e09\u68af\u961f&#xff1a;\u5f00\u6e90\u5de5\u5177&#xff08;\u5b9e\u64cd\u53c2\u8003&#xff09;<\/li>\n<li>\n<ul>\n<li>5. SAHI&#xff08;Slicing Aided Hyper Inference&#xff09;<\/li>\n<li>6. TensorRT<\/li>\n<li>7. MindSpore Lite &#043; \u6607\u817eCANN<\/li>\n<li>8. PaddleOCR<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4cb; \u7b2c\u56db\u68af\u961f&#xff1a;\u5408\u89c4\u8ba4\u8bc1\u6307\u5357&#xff08;\u6309\u9700\u9605\u8bfb&#xff09;<\/li>\n<li>\n<ul>\n<li>9. \u56fd\u5bb6\u91d1\u878d\u79d1\u6280\u6d4b\u8bc4\u4e2d\u5fc3\u300a\u91d1\u878dAI\u4ea7\u54c1\u5b89\u5168\u68c0\u6d4b\u8ba4\u8bc1\u5b9e\u65bd\u7ec6\u5219\u300b<\/li>\n<\/ul>\n<\/li>\n<li>&#x1f4cc; \u9605\u8bfb\u8def\u5f84\u5efa\u8bae<\/li>\n<\/ul>\n<\/li>\n<li>\u9644\u5f55<\/li>\n<li>\n<ul>\n<li>\u9644\u5f55A&#xff1a;YOLO \u91d1\u878d\u5e94\u7528\u573a\u666f\u98ce\u9669\u77e9\u9635\u56fe<\/li>\n<li>\u9644\u5f55B&#xff1a;\u91d1\u878d\u7ea7 YOLO \u90e8\u7f72\u68c0\u67e5\u6e05\u5355&#xff08;\u7cbe\u7b80\u7248&#xff09;<\/li>\n<li>\u9644\u5f55C&#xff1a;\u672f\u8bed\u5bf9\u7167\u8868<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<h3>\u4e00\u3001 \u6982\u5ff5\u91cd\u6784&#xff1a;NFRA \u4e0e YOLO 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align=\"left\">\u5f00\u6e90\/\u5546\u4e1a\u8ba1\u7b97\u673a\u89c6\u89c9\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6838\u5fc3\u804c\u80fd<\/td>\n<td align=\"left\">\u5236\u5b9a\u89c4\u5219\u3001\u73b0\u573a\u68c0\u67e5\u3001\u884c\u653f\u5904\u7f5a\u3001\u98ce\u9669\u5904\u7f6e<\/td>\n<td align=\"left\">\u76ee\u6807\u68c0\u6d4b\u3001\u884c\u4e3a\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u7c7b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u51b3\u7b56\u6743\u9650<\/td>\n<td align=\"left\">\u62e5\u6709\u6cd5\u5b9a\u884c\u653f\u6267\u6cd5\u6743<\/td>\n<td align=\"left\">\u65e0\u51b3\u7b56\u6743&#xff0c;\u4ec5\u63d0\u4f9b\u6982\u7387\u8f93\u51fa<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6570\u636e\u6765\u6e90<\/td>\n<td align=\"left\">\u673a\u6784\u62a5\u9001\u6570\u636e\u3001\u76d1\u7ba1\u91c7\u96c6\u6570\u636e<\/td>\n<td align=\"left\">\u6444\u50cf\u5934\u3001\u65e0\u4eba\u673a\u3001\u7528\u6237\u4e0a\u4f20\u5f71\u50cf<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8d23\u4efb\u4e3b\u4f53<\/td>\n<td align=\"left\">\u5bf9\u91d1\u878d\u5e02\u573a\u7a33\u5b9a\u8d1f\u8d23<\/td>\n<td align=\"left\">\u7531\u90e8\u7f72\u65b9\u627f\u62c5\u4f7f\u7528\u8d23\u4efb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4a1; \u5c0f\u8d34\u58eb&#xff1a;\u5c06 NFRA \u7406\u89e3\u4e3a\u201c\u4ea4\u901a\u7ba1\u7406\u5c40\u201d&#xff0c;\u5c06 YOLO \u7406\u89e3\u4e3a\u201c\u884c\u8f66\u8bb0\u5f55\u4eea&#043;AI\u5206\u6790\u6a21\u5757\u201d\u3002\u4ea4\u901a\u5c40\u4e0d\u4f1a\u8d2d\u4e70\u884c\u8f66\u8bb0\u5f55\u4eea\u6765\u6267\u6cd5&#xff0c;\u4f46\u4f1a\u8981\u6c42\u51fa\u79df\u8f66\u516c\u53f8\u5b89\u88c5\u7b26\u5408\u6807\u51c6\u7684\u76d1\u63a7\u8bbe\u5907&#xff0c;\u5e76\u4f9d\u636e\u8fd9\u4e9b\u8bbe\u5907\u8bb0\u5f55\u7684\u6570\u636e\u8fdb\u884c\u5408\u89c4\u68c0\u67e5\u3002<\/p>\n<h4>1.2 \u6b63\u786e\u7684\u4ea4\u4e92\u6a21\u578b&#xff1a;\u76d1\u7ba1\u9a71\u52a8\u7684\u6280\u672f\u5d4c\u5165<\/h4>\n<p>YOLO \u4e0e NFRA 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class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u5408\u89c4\u8bc1\u636e\/\u98ce\u63a7\u4fe1\u53f7<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5411 NFRA \u62a5\u9001\/\u5907\u67e5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>NFRA \u975e\u73b0\u573a\u76d1\u7ba1\/\u73b0\u573a\u68c0\u67e5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u662f\u5426\u8fbe\u6807?<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5408\u89c4\u95ed\u73af<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6574\u6539\/\u5904\u7f5a<\/p>\n<p><\/span><\/p>\n<p>&#x1f4cc; \u6838\u5fc3\u8981\u70b9&#xff1a;\u5728\u8fd9\u4e2a\u95ed\u73af\u4e2d&#xff0c;YOLO \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u6280\u672f\u5148\u8fdb\u6027\u201d&#xff0c;\u800c\u5728\u4e8e \u201c\u5408\u89c4\u6709\u6548\u6027\u201d\u3002\u4e00\u4e2a mAP 95% \u4f46\u65e0\u6cd5\u89e3\u91ca\u3001\u4fb5\u72af\u9690\u79c1\u7684\u6a21\u578b&#xff0c;\u5728\u91d1\u878d\u76d1\u7ba1\u8bed\u5883\u4e0b\u4ef7\u503c\u4e3a\u96f6&#xff1b;\u800c\u4e00\u4e2a mAP 85% \u4f46\u5b8c\u5168\u5408\u89c4\u3001\u53ef\u5ba1\u8ba1\u3001\u6709\u4eba\u5de5\u515c\u5e95\u7684\u6a21\u578b&#xff0c;\u624d\u662f\u5408\u683c\u7684\u91d1\u878d\u7ea7\u4ea7\u54c1\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001 \u653f\u7b56\u57fa\u77f3&#xff1a;\u91d1\u53d1\u30142026\u30158\u53f7\u6587\u7684\u6280\u672f\u6620\u5c04<\/h3>\n<p>2026\u5e746\u6708\u53d1\u5e03\u7684\u300a\u5173\u4e8e\u94f6\u884c\u4e1a\u4fdd\u9669\u4e1a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5f00\u53d1\u5e94\u7528\u7684\u6307\u5bfc\u610f\u89c1\u300b&#xff08;\u4ee5\u4e0b\u7b80\u79f0\u201c8\u53f7\u6587\u201d&#xff09;\u662f\u5f53\u524d\u91d1\u878dAI\u5e94\u7528\u7684\u201c\u5baa\u6cd5\u201d\u3002\u5bf9\u4e8e YOLO \u5f00\u53d1\u8005\u800c\u8a00&#xff0c;\u8fd932\u6761\u610f\u89c1\u4e0d\u662f\u62bd\u8c61\u539f\u5219&#xff0c;\u800c\u662f\u5177\u4f53\u7684\u5de5\u7a0b\u6280\u672f\u7ea6\u675f\u3002<\/p>\n<h4>2.1 8\u53f7\u6587\u6838\u5fc3\u6761\u6b3e\u7684 YOLO \u6280\u672f\u6620\u5c04\u8868<\/h4>\n<table>\n<tr>8\u53f7\u6587\u6761\u6b3e\u76d1\u7ba1\u610f\u56feYOLO \u5de5\u7a0b\u6280\u672f\u8981\u6c42\u8fdd\u89c4\u540e\u679c<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u8c01\u4f7f\u7528\u8c01\u8d1f\u8d23<\/td>\n<td align=\"left\">\u538b\u5b9e\u673a\u6784\u4e3b\u4f53\u8d23\u4efb<\/td>\n<td align=\"left\">\u5efa\u7acb\u6a21\u578b\u7248\u672c\u7ba1\u7406\u3001\u8f93\u51fa\u65e5\u5fd7\u7559\u5b58\u3001\u5f02\u5e38\u544a\u8b66\u673a\u5236<\/td>\n<td align=\"left\">\u673a\u6784\u88ab\u95ee\u8d23&#xff0c;\u4f9b\u5e94\u5546\u88ab\u5217\u5165\u9ed1\u540d\u5355<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9ad8\u98ce\u9669\u573a\u666f\u4eba\u5de5\u76d1\u7763<\/td>\n<td align=\"left\">\u9632\u6b62\u81ea\u52a8\u5316\u504f\u89c1<\/td>\n<td align=\"left\">\u8bbe\u8ba1\u201cAI\u9884\u6807\u6ce8&#043;\u4eba\u5de5\u786e\u8ba4\u201d\u53cc\u6d41\u7a0bUI&#xff1b;\u8bbe\u7f6e\u7f6e\u4fe1\u5ea6\u9608\u503c&#xff0c;\u4f4e\u4e8e\u9608\u503c\u5f3a\u5236\u8f6c\u4eba\u5de5<\/td>\n<td align=\"left\">\u4e1a\u52a1\u53eb\u505c&#xff0c;\u76d1\u7ba1\u901a\u62a5<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4<\/td>\n<td align=\"left\">\u9632\u8303\u6570\u636e\u6cc4\u9732\u4e0e\u6ee5\u7528<\/td>\n<td align=\"left\">\u8bad\u7ec3\u6570\u636e\u8131\u654f\u6d41\u6c34\u7ebf&#xff1b;\u63a8\u7406\u7aef\u4eba\u8138\/\u8f66\u724c\u5b9e\u65f6\u6a21\u7cca&#xff1b;\u6570\u636e\u751f\u547d\u5468\u671f\u7ba1\u7406<\/td>\n<td align=\"left\">\u7f5a\u6b3e&#xff0c;\u540a\u9500\u76f8\u5173\u4e1a\u52a1\u8bb8\u53ef<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u81ea\u4e3b\u53ef\u63a7<\/td>\n<td align=\"left\">\u4f9b\u5e94\u94fe\u5b89\u5168<\/td>\n<td align=\"left\">\u4f18\u5148\u9009\u7528\u56fd\u4ea7\u82af\u7247&#xff08;\u6607\u817e\/\u5bd2\u6b66\u7eaa&#xff09;&#xff1b;\u6a21\u578b\u6846\u67b6\u56fd\u4ea7\u5316\u9002\u914d&#xff1b;\u907f\u514d\u4f9d\u8d56\u5883\u5916\u95ed\u6e90API<\/td>\n<td align=\"left\">\u9650\u671f\u6574\u6539&#xff0c;\u6682\u505c\u65b0\u4e1a\u52a1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u53ef\u89e3\u91ca\u6027\u4e0e\u900f\u660e\u5ea6<\/td>\n<td align=\"left\">\u4fdd\u969c\u516c\u5e73\u4e0e\u53ef\u5ba1\u8ba1<\/td>\n<td align=\"left\">\u4fdd\u5b58\u5173\u952e\u5e27\u622a\u56fe&#xff1b;\u8f93\u51fa\u70ed\u529b\u56fe\/\u6ce8\u610f\u529b\u533a\u57df&#xff1b;\u5efa\u7acb\u6a21\u578b\u51b3\u7b56\u8ffd\u6eaf\u94fe<\/td>\n<td align=\"left\">\u65e0\u6cd5\u901a\u8fc7\u76d1\u7ba1\u5ba1\u8ba1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u7b97\u6cd5\u5907\u6848<\/td>\n<td align=\"left\">\u5185\u5bb9\u5b89\u5168\u4e0e\u793e\u4f1a\u7a33\u5b9a<\/td>\n<td align=\"left\">\u5177\u6709\u8206\u8bba\u5c5e\u6027\u7684AI\u670d\u52a1\u9700\u5b8c\u6210\u7f51\u4fe1\u529e\u5907\u6848<\/td>\n<td align=\"left\">\u4e0b\u67b6\u670d\u52a1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u26a0\ufe0f \u8b66\u544a&#xff1a;8\u53f7\u6587\u660e\u786e\u6307\u51fa\u201c\u4e2a\u4eba\u4fe1\u606f\u4e0d\u5f97\u7528\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8bad\u7ec3\u201d\u3002\u867d\u7136 YOLO \u4e3b\u8981\u662f\u5224\u522b\u5f0f\u6a21\u578b&#xff0c;\u4f46\u82e5\u6d89\u53ca\u4eba\u8138\u5fae\u8c03\u6216\u884c\u4e3a\u8bc6\u522b\u6570\u636e\u96c6\u6784\u5efa&#xff0c;\u540c\u6837\u9002\u7528\u6b64\u6761\u3002\u672a\u7ecf\u5355\u72ec\u540c\u610f\u7684\u4eba\u8138\u6570\u636e\u8bad\u7ec3\u662f\u7edd\u5bf9\u7ea2\u7ebf\u3002<\/p>\n<h4>2.2 \u98ce\u9669\u5206\u7ea7\u7ba1\u7406\u673a\u5236<\/h4>\n<p>8\u53f7\u6587\u9996\u6b21\u5efa\u7acb\u4e86\u91d1\u878dAI\u98ce\u9669\u5206\u7ea7\u4f53\u7cfb&#xff0c;\u8fd9\u5bf9 YOLO \u5e94\u7528\u573a\u666f\u7684\u9009\u62e9\u81f3\u5173\u91cd\u8981&#xff1a;<\/p>\n<ul>\n<li>&#x1f7e2; \u4f4e\u98ce\u9669&#xff1a;\u5185\u90e8\u8fd0\u8425\u4f18\u5316\u3001\u975e\u5ba2\u6237\u76f8\u5173\u5b89\u9632\u3001\u6587\u6863OCR\u9884\u5904\u7406\u3002\u2192 \u90e8\u95e8\u7ea7\u5ba1\u6279&#xff0c;\u5e38\u89c4\u6d4b\u8bd5<\/li>\n<li>&#x1f7e1; \u4e2d\u98ce\u9669&#xff1a;\u5ba2\u6237\u670d\u52a1\u8f85\u52a9\u3001\u8425\u9500\u5185\u5bb9\u5ba1\u6838\u3001\u975e\u5173\u952e\u4e1a\u52a1\u8d28\u68c0\u3002\u2192 \u98ce\u63a7\u90e8\u95e8\u8bc4\u4f30&#xff0c;\u5b9a\u671f\u5ba1\u8ba1<\/li>\n<li>&#x1f534; \u9ad8\u98ce\u9669&#xff1a;\u4fe1\u8d37\u5ba1\u6279\u8f85\u52a9\u3001\u4fdd\u9669\u7406\u8d54\u5b9a\u635f\u3001\u53cd\u6b3a\u8bc8\u5224\u5b9a\u3001\u5ba2\u6237\u8eab\u4efd\u6838\u9a8c\u3002\u2192 \u98ce\u9669\u7ba1\u7406\u59d4\u5458\u4f1a\u6279\u51c6&#xff0c;\u4eba\u5de5\u515c\u5e95&#xff0c;\u7b2c\u4e09\u65b9\u5ba1\u8ba1&#xff0c;\u6301\u7eed\u76d1\u63a7<\/li>\n<\/ul>\n<p>&#x1f4a1; \u5c0f\u8d34\u58eb&#xff1a;\u5728\u9879\u76ee\u7acb\u9879\u9636\u6bb5&#xff0c;\u52a1\u5fc5\u8054\u5408\u5408\u89c4\u90e8\u95e8\u5b8c\u6210\u98ce\u9669\u7b49\u7ea7\u8ba4\u5b9a\u3002\u5207\u52ff\u81ea\u884c\u5c06\u9ad8\u98ce\u9669\u573a\u666f\u964d\u7ea7\u4e3a\u4e2d\u4f4e\u98ce\u9669\u4ee5\u89c4\u907f\u5ba1\u6279&#xff0c;\u8fd9\u662f\u76d1\u7ba1\u68c0\u67e5\u7684\u91cd\u70b9\u6253\u51fb\u5bf9\u8c61\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001 \u516d\u5927\u6838\u5fc3\u843d\u5730\u573a\u666f&#xff1a;\u6280\u672f\u5b9e\u73b0\u4e0e\u5408\u89c4\u8981\u70b9<\/h3>\n<p>\u65e2\u7136\u626b\u6e05\u4e86\u6280\u672f\u969c\u788d\u53c8\u61c2\u5f97\u4e86\u653f\u7b56&#xff0c;\u90a3\u4e48\u57fa\u4e8e NFRA \u76d1\u7ba1\u91cd\u70b9\u4e0e\u884c\u4e1a\u5b9e\u8df5&#xff0c;\u4ee5\u4e0b\u516d\u4e2a\u573a\u666f\u662f YOLO \u5728\u91d1\u878d\u9886\u57df\u6700\u5177\u4ef7\u503c\u7684\u5207\u5165\u70b9\u3002\u6bcf\u4e2a\u573a\u666f\u5747\u5305\u542b\u6280\u672f\u8def\u7ebf\u3001\u5408\u89c4\u8981\u70b9\u4e0e\u907f\u5751\u6307\u5357\u3002<\/p>\n<h4>3.1 \u94f6\u884c\u7f51\u70b9\u5408\u89c4\u884c\u4e3a\u76d1\u6d4b<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;NFRA \u5bf9\u7f51\u70b9\u9500\u552e\u9002\u5f53\u6027\u3001\u53cc\u5f55\u8d28\u91cf\u3001\u5b89\u9632\u6807\u51c6\u6709\u4e25\u683c\u8981\u6c42&#xff0c;\u4f20\u7edf\u4eba\u5de5\u62bd\u67e5\u8986\u76d6\u7387\u4e0d\u8db35%&#xff0c;\u8fdd\u89c4\u98ce\u9669\u9ad8\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u724c\u4f69\u6234\u68c0\u6d4b&#xff1a;YOLOv8\/v10 &#043; \u5c0f\u76ee\u6807\u4f18\u5316&#xff0c;\u68c0\u6d4b\u67dc\u5458\u80f8\u524d\u5de5\u724c\u533a\u57df\u3002<\/li>\n<li>\u53cc\u5f55\u753b\u9762\u5b8c\u6574\u6027&#xff1a;\u68c0\u6d4b\u753b\u9762\u4e2d\u662f\u5426\u540c\u65f6\u51fa\u73b0\u5ba2\u6237\u9762\u90e8\u3001\u7406\u8d22\u7ecf\u7406\u9762\u90e8\u3001\u98ce\u9669\u63d0\u793a\u4e66\u3001\u5f55\u97f3\u8bbe\u5907\u6307\u793a\u706f\u3002<\/li>\n<li>\u6d88\u9632\u901a\u9053\u5360\u7528&#xff1a;\u8bed\u4e49\u5206\u5272&#043;\u76ee\u6807\u68c0\u6d4b\u878d\u5408&#xff0c;\u8bc6\u522b\u6742\u7269\u5806\u79ef\u3001\u7535\u52a8\u8f66\u505c\u653e\u3002<\/li>\n<li>\u5f02\u5e38\u884c\u4e3a\u8bc6\u522b&#xff1a;\u57fa\u4e8e\u5173\u952e\u70b9\u68c0\u6d4b\u7684\u59ff\u6001\u4f30\u8ba1&#xff0c;\u8bc6\u522b\u957f\u65f6\u95f4\u79bb\u5c97\u3001\u8db4\u684c\u7761\u89c9\u3001\u4e0e\u5ba2\u6237\u4e89\u6267\u7b49\u52a8\u4f5c\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>\u2705 \u4ec5\u68c0\u6d4b\u201c\u5408\u89c4\u8981\u7d20\u201d&#xff08;\u5de5\u724c\u3001\u6587\u4ef6\u3001\u8bbe\u5907&#xff09;&#xff0c;\u4e0d\u5b58\u50a8\u5ba2\u6237\u4eba\u8138\u539f\u59cb\u56fe\u50cf\u3002<\/li>\n<li>\u2705 \u68c0\u6d4b\u7ed3\u679c\u7528\u4e8e\u5185\u90e8\u6574\u6539&#xff0c;\u4e0d\u4f5c\u4e3a\u5bf9\u5ba2\u6237\u670d\u52a1\u7684\u62d2\u7edd\u4f9d\u636e\u3002<\/li>\n<li>\u2705 \u89c6\u9891\u6d41\u4ec5\u5728\u5185\u5b58\u4e2d\u5904\u7406&#xff0c;\u4e0d\u843d\u76d8\u5b58\u50a8\u539f\u59cb\u89c6\u9891&#xff0c;\u4ec5\u4fdd\u5b58\u8fdd\u89c4\u7247\u6bb5\u622a\u56fe&#xff08;\u8131\u654f\u540e&#xff09;\u3002<\/li>\n<\/ul>\n<p>\u26a0\ufe0f \u5e38\u89c1\u8bef\u533a&#xff1a;\u8bd5\u56fe\u7528 YOLO \u505a\u201c\u5ba2\u6237\u60c5\u7eea\u5206\u6790\u201d\u6765\u5224\u65ad\u9500\u552e\u662f\u5426\u8bef\u5bfc\u3002\u5f3a\u70c8\u4e0d\u5efa\u8bae\u3002\u60c5\u7eea\u8bc6\u522b\u79d1\u5b66\u4e89\u8bae\u5927\u3001\u51c6\u786e\u7387\u4f4e\u3001\u9690\u79c1\u98ce\u9669\u6781\u9ad8&#xff0c;\u6781\u6613\u89e6\u53d1\u76d1\u7ba1\u95ee\u8be2\u3002<\/p>\n<h4>3.2 \u4fdd\u9669\u7406\u8d54\u53cd\u6b3a\u8bc8\u4e0e\u667a\u80fd\u5b9a\u635f<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;\u8f66\u9669\u9a97\u4fdd\u624b\u6bb5\u7ffb\u65b0&#xff08;\u4f2a\u9020\u73b0\u573a\u3001\u6362\u4ef6\u7d22\u8d54&#xff09;&#xff0c;\u519c\u9669\u6807\u7684\u6838\u5b9e\u96be&#xff0c;\u4eba\u5de5\u67e5\u52d8\u6210\u672c\u9ad8\u3001\u65f6\u6548\u6162\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u8f66\u635f\u90e8\u4ef6\u68c0\u6d4b\u4e0e\u5206\u7ea7&#xff1a;\u81ea\u5b9a\u4e49\u6570\u636e\u96c6\u8bad\u7ec3&#xff0c;\u8bc6\u522b\u4fdd\u9669\u6760\u3001\u5927\u706f\u3001\u7ffc\u5b50\u677f\u7b4920&#043;\u90e8\u4ef6&#xff0c;\u5e76\u7ed3\u5408\u635f\u4f24\u7a0b\u5ea6\u5206\u7c7b&#xff08;\u5212\u75d5\/\u51f9\u9677\/\u7834\u88c2\/\u7f3a\u5931&#xff09;\u3002<\/li>\n<li>\u4e8b\u6545\u73b0\u573a\u4e00\u81f4\u6027\u6821\u9a8c&#xff1a;\u68c0\u6d4b\u8f66\u8f86VIN\u7801\u3001\u8f66\u724c\u3001\u73af\u5883\u53c2\u7167\u7269&#xff0c;\u6bd4\u5bf9\u62a5\u6848\u63cf\u8ff0\u4e0e\u7167\u7247\u5143\u6570\u636e\u3002<\/li>\n<li>\u519c\u9669\u6807\u7684\u8bc6\u522b&#xff1a;\u65e0\u4eba\u673a\u822a\u62cd\u5f71\u50cf &#043; YOLO \u68c0\u6d4b\u4f5c\u7269\u79cd\u690d\u5bc6\u5ea6\u3001\u707e\u5bb3\u53d7\u635f\u9762\u79ef\u3002<\/li>\n<li>PS\u75d5\u8ff9\u68c0\u6d4b&#xff1a;\u7ed3\u5408 ELA&#xff08;Error Level Analysis&#xff09;\u4e0e YOLO&#xff0c;\u8bc6\u522b\u56fe\u50cf\u7be1\u6539\u533a\u57df\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>&#x1f534; \u9ad8\u98ce\u9669\u573a\u666f&#xff1a;\u5b9a\u635f\u91d1\u989d\u76f4\u63a5\u5f71\u54cd\u8d54\u4ed8&#xff0c;\u5fc5\u987b\u8bbe\u7f6e\u201cAI\u9884\u5ba1&#043;\u4eba\u5de5\u590d\u6838\u201d\u53cc\u8282\u70b9\u3002<\/li>\n<li>\u2705 AI \u8f93\u51fa\u4ec5\u4e3a\u201c\u5efa\u8bae\u5b9a\u635f\u91d1\u989d\u201d&#xff0c;\u6700\u7ec8\u8d54\u4ed8\u51b3\u5b9a\u5fc5\u987b\u7531\u6301\u8bc1\u5b9a\u635f\u5458\u7b7e\u5b57\u786e\u8ba4\u3002<\/li>\n<li>\u2705 \u4fdd\u7559\u5b8c\u6574\u7684\u5f71\u50cf\u8bc1\u636e\u94fe&#xff0c;\u652f\u6301\u4e8b\u540e\u8ffd\u6eaf\u4e0e\u76d1\u7ba1\u8c03\u9605\u3002<\/li>\n<\/ul>\n<p>&#x1f4a1; \u5b9e\u6218\u6280\u5de7&#xff1a;\u8f66\u635f\u68c0\u6d4b\u6a21\u578b\u6613\u53d7\u5149\u7167\u3001\u89d2\u5ea6\u5f71\u54cd\u3002\u5efa\u8bae\u5728APP\u7aef\u589e\u52a0\u62cd\u6444\u5f15\u5bfc\u6846&#xff0c;\u5f3a\u5236\u7528\u6237\u6309\u6807\u51c6\u89d2\u5ea6\u62cd\u6444&#xff0c;\u4ece\u6e90\u5934\u63d0\u5347\u8f93\u5165\u8d28\u91cf&#xff0c;\u6bd4\u5355\u7eaf\u4f18\u5316\u6a21\u578b\u66f4\u6709\u6548\u3002<\/p>\n<h4>3.3 \u4fe1\u8d37\u62b5\u62bc\u7269\u8fdc\u7a0b\u5de1\u67e5<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;\u8d37\u540e\u7ba1\u7406\u4eba\u529b\u6709\u9650&#xff0c;\u62b5\u62bc\u623f\u4ea7\/\u5382\u623f\u53ef\u80fd\u88ab\u79c1\u81ea\u6539\u5efa\u3001\u62c6\u9664\u6216\u51fa\u79df&#xff0c;\u98ce\u9669\u66b4\u9732\u6ede\u540e\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5efa\u7b51\u7269\u53d8\u5316\u68c0\u6d4b&#xff1a;\u5bf9\u6bd4\u5386\u53f2\u536b\u661f\/\u65e0\u4eba\u673a\u5f71\u50cf\u4e0e\u6700\u65b0\u5f71\u50cf&#xff0c;YOLO \u68c0\u6d4b\u65b0\u589e\/\u62c6\u9664\u5efa\u7b51\u3001\u56f4\u6321\u65bd\u5de5\u7b49\u53d8\u5316\u3002<\/li>\n<li>\u7ecf\u8425\u5f02\u5e38\u6807\u8bc6\u8bc6\u522b&#xff1a;\u68c0\u6d4b\u201c\u8f6c\u8ba9\u201d\u201c\u51fa\u79df\u201d\u201c\u505c\u4e1a\u201d\u7b49\u62db\u724c&#xff0c;\u8f85\u52a9\u5224\u65ad\u4f01\u4e1a\u7ecf\u8425\u72b6\u6001\u3002<\/li>\n<li>\u5b58\u8d27\/\u8bbe\u5907\u76d8\u70b9&#xff1a;\u5bf9\u4ed3\u50a8\u8d28\u62bc\u7269\u8fdb\u884c\u8ba1\u6570\u4e0e\u4f4d\u7f6e\u8ddf\u8e2a\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>&#x1f534; \u9ad8\u98ce\u9669\u573a\u666f&#xff1a;\u53ef\u80fd\u89e6\u53d1\u63d0\u524d\u6536\u8d37&#xff0c;\u9700\u4e25\u683c\u5ba1\u6279\u6d41\u7a0b\u3002<\/li>\n<li>\u2705 \u536b\u661f\/\u65e0\u4eba\u673a\u6570\u636e\u987b\u6765\u81ea\u5408\u89c4\u6d4b\u7ed8\u8d44\u8d28\u5355\u4f4d&#xff0c;\u4e0d\u5f97\u4f7f\u7528\u975e\u6cd5\u6e20\u9053\u5f71\u50cf\u3002<\/li>\n<li>\u2705 \u53d8\u5316\u68c0\u6d4b\u7ed3\u679c\u9700\u7ed3\u5408\u5b9e\u5730\u8d70\u8bbf\u9a8c\u8bc1&#xff0c;\u4e0d\u53ef\u4ec5\u51ed\u5f71\u50cf\u505a\u51fa\u98ce\u9669\u5904\u7f6e\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<h4>3.4 \u91d1\u878d\u8425\u9500\u5185\u5bb9\u5408\u89c4\u5ba1\u67e5<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;\u7406\u8d22\/\u4fdd\u9669\u5e7f\u544a\u9891\u7e41\u56e0\u5938\u5927\u6536\u76ca\u3001\u7f3a\u5931\u98ce\u9669\u63d0\u793a\u3001\u8fdd\u89c4\u4ee3\u8a00\u88ab NFRA \u5904\u7f5a&#xff0c;\u4eba\u5de5\u5ba1\u6838\u6548\u7387\u4f4e\u3001\u6f0f\u68c0\u7387\u9ad8\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5173\u952e\u8981\u7d20\u68c0\u6d4b&#xff1a;\u81ea\u52a8\u8bc6\u522b\u5e7f\u544a\u56fe\u4e2d\u7684\u201c\u6536\u76ca\u7387\u201d\u201c\u4fdd\u672c\u201d\u201c\u660e\u661f\u8096\u50cf\u201d\u201c\u98ce\u9669\u63d0\u793a\u8bed\u201d\u7b49\u533a\u57df\u3002<\/li>\n<li>OCR &#043; \u89c4\u5219\u5f15\u64ce\u8054\u52a8&#xff1a;YOLO \u5b9a\u4f4d\u6587\u5b57\u533a\u57df \u2192 PaddleOCR \u63d0\u53d6\u6587\u672c \u2192 NLP \u89c4\u5219\u5339\u914d\u8fdd\u89c4\u8bcd\u5e93\u3002<\/li>\n<li>\u7248\u5f0f\u5408\u89c4\u6821\u9a8c&#xff1a;\u68c0\u6d4b\u98ce\u9669\u63d0\u793a\u5b57\u4f53\u5927\u5c0f\u3001\u989c\u8272\u5bf9\u6bd4\u5ea6\u662f\u5426\u7b26\u5408\u76d1\u7ba1\u89c4\u5b9a\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>&#x1f7e2; \u4f4e\u98ce\u9669\u573a\u666f&#xff1a;\u5185\u90e8\u5ba1\u6838\u5de5\u5177&#xff0c;\u4e0d\u76f4\u63a5\u5f71\u54cd\u5ba2\u6237\u6743\u76ca\u3002<\/li>\n<li>\u2705 \u5efa\u7acb\u52a8\u6001\u66f4\u65b0\u7684\u8fdd\u89c4\u8bcd\u5e93\u4e0e\u7248\u5f0f\u6a21\u677f\u5e93&#xff0c;\u4e0e NFRA \u6700\u65b0\u901a\u62a5\u6848\u4f8b\u540c\u6b65\u3002<\/li>\n<li>\u2705 \u5ba1\u6838\u7ed3\u679c\u7559\u75d5&#xff0c;\u4f5c\u4e3a\u8425\u9500\u5408\u89c4\u5185\u63a7\u8bc1\u636e\u3002<\/li>\n<\/ul>\n<h4>3.5 \u53cd\u6d17\u94b1\u5ba2\u6237\u8eab\u4efd\u8bc6\u522b\u8f85\u52a9<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;\u5f00\u6237\/\u4ea4\u6613\u73af\u8282\u8bc1\u4ef6\u9020\u5047\u3001\u7ffb\u62cd\u3001\u906e\u6321\u7b49\u95ee\u9898\u9891\u53d1&#xff0c;\u4eba\u5de5\u6838\u9a8c\u6613\u75b2\u52b3\u51fa\u9519\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u8bc1\u4ef6\u771f\u4f2a\u521d\u7b5b&#xff1a;\u68c0\u6d4b\u8bc1\u4ef6\u8fb9\u6846\u5b8c\u6574\u6027\u3001\u9632\u4f2a\u6807\u8bc6\u4f4d\u7f6e\u3001\u5370\u5237\u7eb9\u7406\u5f02\u5e38\u3002<\/li>\n<li>\u6d3b\u4f53\u653b\u51fb\u68c0\u6d4b&#xff1a;\u8bc6\u522b\u5c4f\u5e55\u7ffb\u62cd\u3001\u7eb8\u8d28\u6253\u5370\u3001\u9762\u5177\u4f69\u6234\u7b49\u653b\u51fb\u5a92\u4ecb\u3002<\/li>\n<li>\u4eba\u8bc1\u4e00\u81f4\u6027\u8f85\u52a9&#xff1a;\u68c0\u6d4b\u4eba\u8138\u533a\u57df\u8d28\u91cf&#xff08;\u5149\u7167\u3001\u906e\u6321\u3001\u6a21\u7cca&#xff09;&#xff0c;\u4e0d\u5408\u683c\u5219\u63d0\u793a\u91cd\u62cd&#xff0c;\u4e0d\u505a\u8eab\u4efd\u6bd4\u5bf9\u51b3\u7b56\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>&#x1f534; \u9ad8\u98ce\u9669\u573a\u666f&#xff1a;\u6d89\u53ca\u53cd\u6d17\u94b1\u6cd5\u5b9a\u4e49\u52a1\u3002<\/li>\n<li>\u2705 YOLO \u4ec5\u4f5c\u4e3a\u8d28\u91cf\u68c0\u6d4b\u5668&#xff0c;\u8eab\u4efd\u6838\u9a8c\u6838\u5fc3\u903b\u8f91\u4ecd\u7531\u516c\u5b89\u8054\u7f51\u6838\u67e5\u7cfb\u7edf\u5b8c\u6210\u3002<\/li>\n<li>\u2705 \u6d3b\u4f53\u68c0\u6d4b\u6a21\u578b\u9700\u901a\u8fc7\u56fd\u5bb6\u91d1\u878d\u79d1\u6280\u6d4b\u8bc4\u4e2d\u5fc3\u8ba4\u8bc1\u3002<\/li>\n<\/ul>\n<p>\u26a0\ufe0f \u8b66\u544a&#xff1a;\u5207\u52ff\u5c06 YOLO \u4eba\u8138\u6bd4\u5bf9\u7ed3\u679c\u4f5c\u4e3a\u552f\u4e00\u8eab\u4efd\u9a8c\u8bc1\u4f9d\u636e\u3002\u4eba\u8138\u6bd4\u5bf9\u2260\u8eab\u4efd\u6838\u9a8c&#xff0c;\u540e\u8005\u662f\u6cd5\u5f8b\u884c\u4e3a&#xff0c;\u524d\u8005\u53ea\u662f\u6280\u672f\u624b\u6bb5\u3002<\/p>\n<h4>3.6 \u76d1\u7ba1\u6570\u636e\u62a5\u9001\u8d28\u91cf\u6821\u9a8c<\/h4>\n<p>\u4e1a\u52a1\u75db\u70b9&#xff1a;\u673a\u6784\u5411 NFRA \u62a5\u9001\u7684\u73b0\u573a\u68c0\u67e5\u7167\u7247\u3001\u51ed\u8bc1\u5f71\u50cf\u5b58\u5728\u8d28\u91cf\u4e0d\u5408\u683c\u3001\u8981\u7d20\u7f3a\u5931\u751a\u81f3\u9020\u5047\u95ee\u9898&#xff0c;\u5f71\u54cd\u76d1\u7ba1\u6548\u80fd\u3002<\/p>\n<p>YOLO \u6280\u672f\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u5f71\u50cf\u5b8c\u6574\u6027\u6821\u9a8c&#xff1a;\u68c0\u6d4b\u62a5\u9001\u56fe\u7247\u662f\u5426\u5305\u542b\u5fc5\u8981\u8981\u7d20&#xff08;\u516c\u7ae0\u3001\u7b7e\u540d\u3001\u65e5\u671f\u3001\u6807\u7684\u7269&#xff09;\u3002<\/li>\n<li>\u56fe\u50cf\u8d28\u91cf\u8bc4\u4f30&#xff1a;\u81ea\u52a8\u6253\u5206&#xff08;\u6e05\u6670\u5ea6\u3001\u66dd\u5149\u3001\u7578\u53d8&#xff09;&#xff0c;\u4f4e\u4e8e\u9608\u503c\u81ea\u52a8\u9000\u56de\u91cd\u4f20\u3002<\/li>\n<li>\u4e00\u81f4\u6027\u4ea4\u53c9\u9a8c\u8bc1&#xff1a;\u6bd4\u5bf9\u591a\u5f20\u5173\u8054\u5f71\u50cf\u4e2d\u7684\u5173\u952e\u7269\u4f53&#xff08;\u5982\u540c\u4e00\u8f86\u8f66\u5728\u4e0d\u540c\u89d2\u5ea6\u7684\u7167\u7247&#xff09;\u662f\u5426\u4e00\u81f4\u3002<\/li>\n<\/ul>\n<p>\u5408\u89c4\u8981\u70b9&#xff1a;<\/p>\n<ul>\n<li>&#x1f7e2; \u4f4e\u98ce\u9669\u573a\u666f&#xff1a;\u6570\u636e\u8d28\u91cf\u63a7\u5236\u5de5\u5177\u3002<\/li>\n<li>\u2705 \u6821\u9a8c\u89c4\u5219\u5e94\u516c\u5f00\u900f\u660e&#xff0c;\u907f\u514d\u56e0\u6280\u672f\u539f\u56e0\u5bfc\u81f4\u673a\u6784\u65e0\u6cd5\u6b63\u5e38\u62a5\u9001\u3002<\/li>\n<li>\u2705 \u4fdd\u7559\u539f\u59cb\u62a5\u9001\u6570\u636e\u4e0e\u6821\u9a8c\u65e5\u5fd7&#xff0c;\u652f\u6301\u7533\u8bc9\u4e0e\u590d\u6838\u3002<\/li>\n<\/ul>\n<hr \/>\n<h3>\u56db\u3001 \u91d1\u878d\u7ea7 YOLO \u79c1\u6709\u5316\u90e8\u7f72\u67b6\u6784\u8be6\u89e3<\/h3>\n<p>\u91d1\u878d\u573a\u666f\u5bf9\u6570\u636e\u5b89\u5168\u3001\u670d\u52a1\u7a33\u5b9a\u6027\u3001\u81ea\u4e3b\u53ef\u63a7\u7684\u8981\u6c42&#xff0c;\u51b3\u5b9a\u4e86\u516c\u6709\u4e91 API \u6a21\u5f0f\u57fa\u672c\u4e0d\u53ef\u884c\u3002\u4ee5\u4e0b\u662f\u7ecf\u8fc7\u751f\u4ea7\u9a8c\u8bc1\u7684\u79c1\u6709\u5316\u90e8\u7f72\u67b6\u6784\u3002<\/p>\n<h4>4.1 \u6574\u4f53\u67b6\u6784\u56fe<\/h4>\n<p>  #mermaid-svg-2A27l0rdhMDAk7e4{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes 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path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-2A27l0rdhMDAk7e4 .rough-node .label text,#mermaid-svg-2A27l0rdhMDAk7e4 .node .label text,#mermaid-svg-2A27l0rdhMDAk7e4 .image-shape .label,#mermaid-svg-2A27l0rdhMDAk7e4 .icon-shape .label{text-anchor:middle;}#mermaid-svg-2A27l0rdhMDAk7e4 .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-2A27l0rdhMDAk7e4 .rough-node .label,#mermaid-svg-2A27l0rdhMDAk7e4 .node .label,#mermaid-svg-2A27l0rdhMDAk7e4 .image-shape .label,#mermaid-svg-2A27l0rdhMDAk7e4 .icon-shape .label{text-align:center;}#mermaid-svg-2A27l0rdhMDAk7e4 .node.clickable{cursor:pointer;}#mermaid-svg-2A27l0rdhMDAk7e4 .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-2A27l0rdhMDAk7e4 .arrowheadPath{fill:#333333;}#mermaid-svg-2A27l0rdhMDAk7e4 .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-2A27l0rdhMDAk7e4 .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-2A27l0rdhMDAk7e4 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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-2A27l0rdhMDAk7e4 rect.text{fill:none;stroke-width:0;}#mermaid-svg-2A27l0rdhMDAk7e4 .icon-shape,#mermaid-svg-2A27l0rdhMDAk7e4 .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-2A27l0rdhMDAk7e4 .icon-shape p,#mermaid-svg-2A27l0rdhMDAk7e4 .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-2A27l0rdhMDAk7e4 .icon-shape .label rect,#mermaid-svg-2A27l0rdhMDAk7e4 .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-2A27l0rdhMDAk7e4 .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-2A27l0rdhMDAk7e4 .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-2A27l0rdhMDAk7e4 :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5408\u89c4\u5ba1\u8ba1\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u8fd0\u7ef4\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e2d\u5fc3\u670d\u52a1\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8fb9\u7f18\u63a8\u7406\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u91c7\u96c6\u5c42<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>RTSP\/ONVIF<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7ed3\u6784\u5316\u7ed3\u679c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7248\u672c\u53d1\u5e03<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u7070\u5ea6\u4e0b\u53d1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u6f02\u79fb\u68c0\u6d4b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6444\u50cf\u5934\/\u65e0\u4eba\u673a<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8fb9\u7f18\u8ba1\u7b97\u8282\u70b9<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u79fb\u52a8\u7aefAPP<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>API\u7f51\u5173<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8fb9\u7f18\u63a8\u7406\u670d\u52a1TensorRT\/OpenVINO<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6d88\u606f\u961f\u5217Kafka<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7edf\u4e00\u8ba4\u8bc1\u9274\u6743<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u4e1a\u52a1\u903b\u8f91\u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c\u6d88\u8d39\u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u6784\u5316\u6570\u636e\u5e93<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5bf9\u8c61\u5b58\u50a8\u8131\u654f\u5f71\u50cf<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u7ba1\u7406\u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u8bad\u7ec3\u5e73\u53f0<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6a21\u578b\u4ed3\u5e93<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u76d1\u63a7\u544a\u8b66<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u5ba1\u8ba1\u65e5\u5fd7\u670d\u52a1<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u76d1\u7ba1\u62a5\u9001\u63a5\u53e3<\/p>\n<p><\/span><\/p>\n<h4>4.2 \u5173\u952e\u6280\u672f\u9009\u578b\u5efa\u8bae<\/h4>\n<table>\n<tr>\u7ec4\u4ef6\u63a8\u8350\u65b9\u6848\u5907\u9009\u65b9\u6848\u907f\u5751\u6307\u5357<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u63a8\u7406\u6846\u67b6<\/td>\n<td align=\"left\">TensorRT (NVIDIA) \/ MindSpore Lite (\u6607\u817e)<\/td>\n<td align=\"left\">OpenVINO (Intel) \/ NCNN (\u79fb\u52a8\u7aef)<\/td>\n<td align=\"left\">\u907f\u514d\u76f4\u63a5\u4f7f\u7528 PyTorch\/TensorFlow \u539f\u751f\u63a8\u7406&#xff0c;\u6027\u80fd\u5dee5-10\u500d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6a21\u578b\u683c\u5f0f<\/td>\n<td align=\"left\">ONNX \u2192 Engine<\/td>\n<td align=\"left\">Caffe \/ Paddle Inference<\/td>\n<td align=\"left\">ONNX \u662f\u8de8\u5e73\u53f0\u4ea4\u6362\u6807\u51c6&#xff0c;\u52a1\u5fc5\u505a\u7cbe\u5ea6\u5bf9\u9f50\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u89c6\u9891\u63a5\u5165<\/td>\n<td align=\"left\">GB\/T 28181 \/ RTSP<\/td>\n<td align=\"left\">HTTP-FLV \/ WebRTC<\/td>\n<td align=\"left\">\u91d1\u878d\u5b89\u9632\u6444\u50cf\u5934\u591a\u4e3a\u56fd\u6807\u534f\u8bae&#xff0c;\u9700\u9002\u914d\u4fe1\u4ee4\u4e0e\u5a92\u4f53\u5206\u79bb<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6570\u636e\u5b58\u50a8<\/td>\n<td align=\"left\">MinIO (\u79c1\u6709\u5bf9\u8c61\u5b58\u50a8)<\/td>\n<td align=\"left\">Ceph \/ FastDFS<\/td>\n<td align=\"left\">\u5fc5\u987b\u5f00\u542f\u670d\u52a1\u7aef\u52a0\u5bc6(SSE)&#xff0c;\u7981\u7528\u533f\u540d\u8bbf\u95ee<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6d88\u606f\u961f\u5217<\/td>\n<td align=\"left\">Kafka<\/td>\n<td align=\"left\">RocketMQ \/ Pulsar<\/td>\n<td align=\"left\">\u89c6\u9891\u7ed3\u6784\u5316\u6570\u636e\u91cf\u5927&#xff0c;Kafka \u541e\u5410\u4f18\u52bf\u660e\u663e<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u56fd\u4ea7\u5316\u9002\u914d<\/td>\n<td align=\"left\">\u534e\u4e3a\u6607\u817e310\/910 &#043; CANN<\/td>\n<td align=\"left\">\u5bd2\u6b66\u7eaaMLU &#043; Neuware<\/td>\n<td align=\"left\">\u63d0\u524d\u9a8c\u8bc1\u7b97\u5b50\u517c\u5bb9\u6027&#xff0c;\u90e8\u5206\u81ea\u5b9a\u4e49\u7b97\u5b50\u9700\u624b\u5199\u9002\u914d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4a1; \u5c0f\u8d34\u58eb&#xff1a;\u5728\u4fe1\u521b\u73af\u5883\u4e0b&#xff0c;\u6607\u817e310P \u662f\u76ee\u524d\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u91d1\u878d\u8fb9\u7f18\u63a8\u7406\u5361&#xff0c;\u5355\u5361\u53ef\u652f\u649116\u8def1080P YOLOv8n \u5b9e\u65f6\u63a8\u7406\u3002\u4f46\u9700\u6ce8\u610f\u5176 ACL \u7f16\u7a0b\u6a21\u578b\u4e0e CUDA \u5dee\u5f02\u8f83\u5927&#xff0c;\u5efa\u8bae\u9884\u75592-3\u5468\u9002\u914d\u5468\u671f\u3002<\/p>\n<h4>4.3 \u6570\u636e\u5b89\u5168\u52a0\u56fa\u63aa\u65bd<\/h4>\n<p><span class=\"token comment\"># \u793a\u4f8b&#xff1a;\u63a8\u7406\u524d\u4eba\u8138\/\u8f66\u724c\u81ea\u52a8\u8131\u654f\u7ba1\u9053&#xff08;\u4f2a\u4ee3\u7801&#xff09;<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">PrivacyGuardPipeline<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> face_detector<span class=\"token punctuation\">,<\/span> plate_detector<span class=\"token punctuation\">,<\/span> blur_fn<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>face_det <span class=\"token operator\">&#061;<\/span> face_detector<br \/>\n        self<span class=\"token punctuation\">.<\/span>plate_det <span class=\"token operator\">&#061;<\/span> plate_detector<br \/>\n        self<span class=\"token punctuation\">.<\/span>blur <span class=\"token operator\">&#061;<\/span> blur_fn<\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">process<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token comment\"># 1. \u68c0\u6d4b\u654f\u611f\u533a\u57df<\/span><br \/>\n        faces <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>face_det<span class=\"token punctuation\">.<\/span>detect<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n        plates <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>plate_det<span class=\"token punctuation\">.<\/span>detect<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># 2. \u751f\u6210\u8131\u654f\u63a9\u7801<\/span><br \/>\n        mask <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>zeros<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> dtype<span class=\"token operator\">&#061;<\/span>np<span class=\"token punctuation\">.<\/span>uint8<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">for<\/span> box <span class=\"token keyword\">in<\/span> faces <span class=\"token operator\">&#043;<\/span> plates<span class=\"token punctuation\">:<\/span><br \/>\n            x1<span class=\"token punctuation\">,<\/span> y1<span class=\"token punctuation\">,<\/span> x2<span class=\"token punctuation\">,<\/span> y2 <span class=\"token operator\">&#061;<\/span> box<br \/>\n            mask<span class=\"token punctuation\">[<\/span>y1<span class=\"token punctuation\">:<\/span>y2<span class=\"token punctuation\">,<\/span> x1<span class=\"token punctuation\">:<\/span>x2<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">255<\/span><\/p>\n<p>        <span class=\"token comment\"># 3. \u5e94\u7528\u9ad8\u65af\u6a21\u7cca&#xff08;\u4ec5\u654f\u611f\u533a\u57df&#xff09;<\/span><br \/>\n        blurred <span class=\"token operator\">&#061;<\/span> cv2<span class=\"token punctuation\">.<\/span>GaussianBlur<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">99<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">99<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        result <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>where<span class=\"token punctuation\">(<\/span>mask<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">.<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token number\">255<\/span><span class=\"token punctuation\">,<\/span> blurred<span class=\"token punctuation\">,<\/span> frame<span class=\"token punctuation\">)<\/span><\/p>\n<p>        <span class=\"token comment\"># 4. \u8fd4\u56de\u8131\u654f\u5e27 &#043; \u539f\u59cb\u68c0\u6d4b\u6846\u5750\u6807&#xff08;\u7528\u4e8e\u540e\u7eed\u4e1a\u52a1&#xff09;<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> result<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;faces&#034;<\/span><span class=\"token punctuation\">:<\/span> faces<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;plates&#034;<\/span><span class=\"token punctuation\">:<\/span> plates<span class=\"token punctuation\">}<\/span><\/p>\n<p>\u26a0\ufe0f \u8b66\u544a&#xff1a;\u8131\u654f\u5fc5\u987b\u5728\u63a8\u7406\u524d\u5b8c\u6210&#xff0c;\u4e14\u8131\u654f\u540e\u7684\u56fe\u50cf\u624d\u80fd\u8fdb\u5165\u5b58\u50a8\u4e0e\u4f20\u8f93\u73af\u8282\u3002\u539f\u59cb\u5e27\u4ec5\u5728\u5185\u5b58\u4e2d\u5b58\u5728&#xff0c;\u5904\u7406\u5b8c\u7acb\u5373\u91ca\u653e\u3002\u4e25\u7981\u5148\u5b58\u539f\u56fe\u518d\u5f02\u6b65\u8131\u654f&#xff0c;\u4e2d\u95f4\u6001\u6cc4\u9732\u98ce\u9669\u6781\u9ad8\u3002<\/p>\n<hr \/>\n<h3>\u4e94\u3001 \u6a21\u578b\u4f18\u5316\u5b9e\u6218&#xff1a;\u4ece\u5f00\u6e90\u5230\u91d1\u878d\u7ea7<\/h3>\n<p>\u5f00\u6e90 YOLO \u6a21\u578b\u76f4\u63a5\u7528\u4e8e\u91d1\u878d\u573a\u666f\u5f80\u5f80\u6548\u679c\u4e0d\u4f73&#xff0c;\u6240\u4ee5\u4e0b\u662f\u9488\u5bf9\u91d1\u878d\u7279\u5b9a\u9700\u6c42\u7684\u4f18\u5316\u7b56\u7565&#xff0c;\u53ef\u4f9b\u53c2\u8003&#xff01;<\/p>\n<h4>5.1 \u5c0f\u76ee\u6807\u68c0\u6d4b\u4f18\u5316&#xff08;\u5de5\u724c\/\u8bc1\u4ef6\/\u8fdc\u5904\u8f66\u8f86&#xff09;<\/h4>\n<p>\u91d1\u878d\u573a\u666f\u4e2d\u5927\u91cf\u76ee\u6807\u5c3a\u5bf8\u6781\u5c0f&#xff08;&lt;32px&#xff09;&#xff0c;\u6807\u51c6 YOLO \u53ec\u56de\u7387\u4f4e\u3002<\/p>\n<p>\u4f18\u5316\u7ec4\u5408\u62f3&#xff1a;<\/p>\n<li>\u589e\u52a0\u68c0\u6d4b\u5934&#xff1a;\u6dfb\u52a0 P2 \u5c42&#xff08;stride&#061;4&#xff09;\u68c0\u6d4b\u5934&#xff0c;\u4e13\u95e8\u6355\u83b7\u5fae\u5c0f\u76ee\u6807\u3002<\/li>\n<li>\u5207\u7247\u8bad\u7ec3&#xff08;SAHI&#xff09;&#xff1a;\u63a8\u7406\u65f6\u5c06\u5927\u56fe\u5207\u5206\u4e3a\u91cd\u53e0\u5c0f\u5757\u5206\u522b\u68c0\u6d4b&#xff0c;\u518d\u5408\u5e76\u7ed3\u679c\u3002\u8bad\u7ec3\u65f6\u540c\u6b65\u4f7f\u7528\u5207\u7247\u6570\u636e\u589e\u5f3a\u3002<\/li>\n<li>\u635f\u5931\u51fd\u6570\u8c03\u6574&#xff1a;\u4f7f\u7528 Wise-IoU \u6216 Focal-EIoU&#xff0c;\u964d\u4f4e\u7b80\u5355\u6837\u672c\u6743\u91cd&#xff0c;\u805a\u7126\u56f0\u96be\u5c0f\u76ee\u6807\u3002<\/li>\n<li>\u4e0a\u4e0b\u6587\u4fe1\u606f\u878d\u5408&#xff1a;\u5f15\u5165 CBAM \u6216 SimAM \u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u589e\u5f3a\u5bf9\u5c0f\u76ee\u6807\u5468\u56f4\u73af\u5883\u7684\u611f\u77e5\u3002<\/li>\n<p><span class=\"token comment\"># YOLOv8 \u914d\u7f6e\u6587\u4ef6\u4fee\u6539\u793a\u4f8b&#xff1a;\u6dfb\u52a0 P2 \u68c0\u6d4b\u5934<\/span><br \/>\n<span class=\"token key atrule\">detect<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">nc<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">10<\/span>  <span class=\"token comment\"># \u7c7b\u522b\u6570<\/span><br \/>\n  <span class=\"token key atrule\">ch<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">64<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">128<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">256<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">512<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u8f93\u5165\u901a\u9053<\/span><br \/>\n  <span class=\"token key atrule\">stride<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">32<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># \u65b0\u589e stride&#061;4<\/span><br \/>\n  <span class=\"token key atrule\">anchors<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">10<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">13<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">16<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">33<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">23<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># P2 \u951a\u6846&#xff08;\u9700\u91cd\u65b0\u805a\u7c7b&#xff09;<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">30<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">61<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">62<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">45<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">59<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">119<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">116<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">90<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">156<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">198<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">373<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">326<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token punctuation\">&#8211;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">400<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">600<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">500<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">700<\/span><span class=\"token punctuation\">,<\/span><span class=\"token number\">600<\/span><span class=\"token punctuation\">]<\/span>  <span class=\"token comment\"># P5 \u5927\u76ee\u6807\u951a\u6846<\/span><\/p>\n<p>&#x1f4a1; \u5b9e\u6218\u6280\u5de7&#xff1a;SAHI \u63a8\u7406\u4f1a\u589e\u52a03-4\u500d\u8ba1\u7b97\u91cf\u3002\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a&#xff0c;\u53ef\u91c7\u7528\u81ea\u9002\u5e94\u5207\u7247\u7b56\u7565&#xff1a;\u4ec5\u5f53\u4e3b\u68c0\u6d4b\u5934\u7f6e\u4fe1\u5ea6\u4f4e\u4e8e\u9608\u503c\u65f6&#xff0c;\u624d\u89e6\u53d1\u5207\u7247\u63a8\u7406&#xff0c;\u5e73\u8861\u7cbe\u5ea6\u4e0e\u901f\u5ea6\u3002<\/p>\n<h4>5.2 \u6a21\u578b\u8f7b\u91cf\u5316\u4e0e\u52a0\u901f<\/h4>\n<p>\u91d1\u878d\u8fb9\u7f18\u8bbe\u5907\u7b97\u529b\u6709\u9650&#xff0c;\u9700\u5728\u7cbe\u5ea6\u635f\u5931&lt;1%\u524d\u63d0\u4e0b\u5927\u5e45\u63d0\u901f\u3002<\/p>\n<p>\u91cf\u5316\u611f\u77e5\u8bad\u7ec3&#xff08;QAT&#xff09;\u6d41\u7a0b&#xff1a;<\/p>\n<li>\u4f7f\u7528 PyTorch QAT \u6216 TensorRT PTQ \u8fdb\u884c INT8 \u91cf\u5316\u3002<\/li>\n<li>\u5173\u952e&#xff1a;\u4f7f\u7528\u771f\u5b9e\u91d1\u878d\u573a\u666f\u6570\u636e\u505a\u6821\u51c6\u96c6&#xff08;calibration dataset&#xff09;&#xff0c;\u800c\u975e\u901a\u7528\u6570\u636e\u96c6\u3002<\/li>\n<li>\u5bf9\u654f\u611f\u5c42&#xff08;\u5982\u68c0\u6d4b\u5934\u3001\u6ce8\u610f\u529b\u6a21\u5757&#xff09;\u4fdd\u7559 FP16&#xff0c;\u4ec5\u5bf9\u9aa8\u5e72\u7f51\u7edc\u505a INT8\u3002<\/li>\n<li>\u91cf\u5316\u540e\u5fc5\u987b\u5728\u76ee\u6807\u786c\u4ef6\u4e0a\u9a8c\u8bc1\u7cbe\u5ea6&#xff0c;x86 \u4e0e ARM\/\u6607\u817e\u7684\u91cf\u5316\u884c\u4e3a\u53ef\u80fd\u4e0d\u540c\u3002<\/li>\n<table>\n<tr>\u4f18\u5316\u624b\u6bb5\u901f\u5ea6\u63d0\u5347\u7cbe\u5ea6\u635f\u5931\u9002\u7528\u573a\u666f<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">FP16 \u6df7\u5408\u7cbe\u5ea6<\/td>\n<td align=\"left\">1.5-2x<\/td>\n<td align=\"left\">&lt;0.1%<\/td>\n<td align=\"left\">\u6240\u6709\u573a\u666f\u9996\u9009<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">INT8 QAT<\/td>\n<td align=\"left\">2-3x<\/td>\n<td align=\"left\">0.3-0.8%<\/td>\n<td align=\"left\">\u8fb9\u7f18\u8bbe\u5907\u3001\u9ad8\u5e76\u53d1<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6a21\u578b\u526a\u679d<\/td>\n<td align=\"left\">1.3-1.8x<\/td>\n<td align=\"left\">0.5-1.5%<\/td>\n<td align=\"left\">\u7b97\u529b\u6781\u5ea6\u53d7\u9650<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u77e5\u8bc6\u84b8\u998f<\/td>\n<td align=\"left\">1.5-2.5x<\/td>\n<td align=\"left\">&lt;0.3%<\/td>\n<td align=\"left\">\u5c0f\u6a21\u578b\u66ff\u4ee3\u5927\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u7b97\u5b50\u878d\u5408<\/td>\n<td align=\"left\">1.2-1.5x<\/td>\n<td align=\"left\">0%<\/td>\n<td align=\"left\">\u63a8\u7406\u5f15\u64ce\u81ea\u52a8\u5b8c\u6210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h4>5.3 \u6301\u7eed\u5b66\u4e60\u4e0e\u6a21\u578b\u6f02\u79fb\u5e94\u5bf9<\/h4>\n<p>\u91d1\u878d\u573a\u666f\u6570\u636e\u5206\u5e03\u968f\u65f6\u95f4\u53d8\u5316&#xff08;\u65b0\u8f66\u578b\u3001\u65b0\u8bc1\u4ef6\u7248\u5f0f\u3001\u65b0\u8fdd\u89c4\u884c\u4e3a&#xff09;&#xff0c;\u6a21\u578b\u4f1a\u5feb\u901f\u9000\u5316\u3002<\/p>\n<p>MLOps \u95ed\u73af\u8bbe\u8ba1&#xff1a;<\/p>\n<li>\u7ebf\u4e0a\u91c7\u6837&#xff1a;\u6309\u7f6e\u4fe1\u5ea6\u5206\u5c42\u91c7\u6837&#xff08;\u9ad8\/\u4e2d\/\u4f4e\u7f6e\u4fe1\u5ea6\u5404\u53d6\u4e00\u5b9a\u6bd4\u4f8b&#xff09;&#xff0c;\u907f\u514d\u53ea\u91c7\u56f0\u96be\u6837\u672c\u5bfc\u81f4\u504f\u5dee\u3002<\/li>\n<li>\u81ea\u52a8\u6807\u6ce8&#xff1a;\u4f7f\u7528\u5927\u6a21\u578b&#xff08;\u5982 Grounding DINO&#xff09;\u5bf9\u91c7\u6837\u6570\u636e\u8fdb\u884c\u9884\u6807\u6ce8&#xff0c;\u4eba\u5de5\u4ec5\u9700\u4fee\u6b63\u3002<\/li>\n<li>\u589e\u91cf\u8bad\u7ec3&#xff1a;\u6bcf\u5468\/\u6bcf\u6708\u7528\u65b0\u6570\u636e\u5fae\u8c03&#xff0c;\u4f7f\u7528 Elastic Weight Consolidation (EWC) \u9632\u6b62\u707e\u96be\u6027\u9057\u5fd8\u3002<\/li>\n<li>A\/B \u6d4b\u8bd5&#xff1a;\u65b0\u6a21\u578b\u5148\u5728\u5f71\u5b50\u6a21\u5f0f\u8fd0\u884c&#xff0c;\u5bf9\u6bd4\u65e7\u6a21\u578b\u6307\u6807&#xff0c;\u8fbe\u6807\u540e\u518d\u5207\u6362\u6d41\u91cf\u3002<\/li>\n<li>\u6f02\u79fb\u76d1\u63a7&#xff1a;\u8ddf\u8e2a\u8f93\u5165\u6570\u636e\u5206\u5e03&#xff08;\u7279\u5f81\u7a7a\u95f4\u8ddd\u79bb&#xff09;\u4e0e\u8f93\u51fa\u5206\u5e03&#xff08;\u7c7b\u522b\u6bd4\u4f8b\u3001\u7f6e\u4fe1\u5ea6\u5747\u503c&#xff09;&#xff0c;\u8d85\u9608\u503c\u544a\u8b66\u3002<\/li>\n<p>\u26a0\ufe0f \u6ce8\u610f&#xff1a;\u589e\u91cf\u8bad\u7ec3\u6570\u636e\u96c6\u5fc5\u987b\u91cd\u65b0\u8fdb\u884c\u5408\u89c4\u5ba1\u67e5\u3002\u65b0\u91c7\u96c6\u7684\u6570\u636e\u82e5\u5305\u542b\u672a\u6388\u6743\u4eba\u8138&#xff0c;\u5373\u4f7f\u53ea\u7528\u4e8e\u5fae\u8c03&#xff0c;\u4e5f\u6784\u6210\u8fdd\u89c4\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001 \u5408\u89c4\u7ea2\u7ebf\u6e05\u5355\u4e0e\u81ea\u67e5\u5de5\u5177<\/h3>\n<p>\u4e3a\u907f\u514d\u8e29\u96f7&#xff0c;\u4ee5\u4e0b\u662f\u91d1\u878d YOLO \u5e94\u7528\u7684\u8d1f\u9762\u6e05\u5355\u4e0e\u81ea\u67e5\u68c0\u67e5\u8868\u3002<\/p>\n<h4>6.1 \u7edd\u5bf9\u7981\u6b62\u4e8b\u9879&#xff08;\u7ea2\u7ebf&#xff09;<\/h4>\n<li>&#x1f6ab; \u672a\u7ecf\u5355\u72ec\u540c\u610f\u6536\u96c6\/\u4f7f\u7528\u4eba\u8138\u7b49\u751f\u7269\u7279\u5f81\u6570\u636e\u7528\u4e8e\u6a21\u578b\u8bad\u7ec3\u6216\u8eab\u4efd\u8bc6\u522b\u3002<\/li>\n<li>&#x1f6ab; YOLO \u8f93\u51fa\u76f4\u63a5\u4f5c\u4e3a\u4fe1\u8d37\/\u7406\u8d54\/\u5f00\u6237\u7b49\u9ad8\u98ce\u9669\u4e1a\u52a1\u7684\u6700\u7ec8\u51b3\u7b56&#xff0c;\u65e0\u4eba\u5de5\u590d\u6838\u73af\u8282\u3002<\/li>\n<li>&#x1f6ab; \u5c06\u91d1\u878d\u89c6\u89c9\u6570\u636e\u4f20\u8f93\u81f3\u5883\u5916\u670d\u52a1\u5668\u6216\u4f7f\u7528\u5883\u5916\u516c\u6709\u4e91 AI API\u3002<\/li>\n<li>&#x1f6ab; \u5bf9\u5916\u5ba3\u4f20\u201c\u4e0e\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40\u5408\u4f5c\/\u8054\u5408\u7814\u53d1\u201d \u7b49\u8bef\u5bfc\u6027\u8868\u8ff0\u3002<\/li>\n<li>&#x1f6ab; \u5229\u7528 YOLO \u5bf9\u5ba2\u6237\u8fdb\u884c\u79cd\u65cf\u3001\u6027\u522b\u3001\u5916\u8c8c\u7b49\u6b67\u89c6\u6027\u5206\u7c7b\u6216\u5dee\u522b\u5b9a\u4ef7\u3002<\/li>\n<li>&#x1f6ab; \u5728\u672a\u83b7\u6388\u6743\u7684\u516c\u5171\u573a\u6240\u90e8\u7f72\u4eba\u8138\u8bc6\u522b YOLO \u6a21\u578b\u8fdb\u884c\u5ba2\u6237\u753b\u50cf\u6216\u884c\u4e3a\u8ffd\u8e2a\u3002<\/li>\n<li>&#x1f6ab; \u4f7f\u7528\u6765\u6e90\u4e0d\u660e\u3001\u7248\u6743\u4e0d\u6e05\u3001\u542b\u4e2a\u4eba\u9690\u79c1\u7684\u5f00\u6e90\u6570\u636e\u96c6\u8bad\u7ec3\u91d1\u878d\u6a21\u578b\u3002<\/li>\n<h4>6.2 \u4e0a\u7ebf\u524d\u5408\u89c4\u81ea\u67e5\u6e05\u5355<\/h4>\n<table>\n<tr>\u68c0\u67e5\u9879\u72b6\u6001\u8d23\u4efb\u4eba\u5907\u6ce8<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u5df2\u5b8c\u6210 AI \u5e94\u7528\u98ce\u9669\u7b49\u7ea7\u8ba4\u5b9a<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u5408\u89c4\u90e8<\/td>\n<td align=\"left\">\u9644\u8ba4\u5b9a\u62a5\u544a<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u9ad8\u98ce\u9669\u573a\u666f\u5df2\u83b7\u98ce\u7ba1\u59d4\u6279\u51c6<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u9996\u5e2d\u98ce\u9669\u5b98<\/td>\n<td align=\"left\">\u9644\u4f1a\u8bae\u7eaa\u8981<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8bad\u7ec3\u6570\u636e\u6765\u6e90\u5408\u6cd5\u4e14\u5df2\u8131\u654f<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u6570\u636e\u6cbb\u7406\u90e8<\/td>\n<td align=\"left\">\u9644\u6388\u6743\u8bc1\u660e<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6a21\u578b\u5df2\u901a\u8fc7\u516c\u5e73\u6027\u6d4b\u8bd5<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">AI\u4f26\u7406\u59d4\u5458\u4f1a<\/td>\n<td align=\"left\">\u9644\u6d4b\u8bd5\u62a5\u544a<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5df2\u5efa\u7acb\u4eba\u5de5\u590d\u6838\u4e0e\u7533\u8bc9\u673a\u5236<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u4e1a\u52a1\u90e8\u95e8<\/td>\n<td align=\"left\">\u9644SOP\u6587\u6863<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u63a8\u7406\u73af\u5883\u5df2\u5b8c\u6210\u5b89\u5168\u52a0\u56fa<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u4fe1\u606f\u5b89\u5168\u90e8<\/td>\n<td align=\"left\">\u9644\u6e17\u900f\u6d4b\u8bd5\u62a5\u544a<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u6a21\u578b\u7248\u672c\u4e0e\u8f93\u51fa\u65e5\u5fd7\u53ef\u8ffd\u6eaf<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u79d1\u6280\u90e8<\/td>\n<td align=\"left\">\u9644\u5ba1\u8ba1\u65e5\u5fd7\u6837\u4f8b<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5df2\u5b8c\u6210\u5e94\u6025\u9884\u6848\u4e0e\u6f14\u7ec3<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u8fd0\u7ef4\u90e8<\/td>\n<td align=\"left\">\u9644\u6f14\u7ec3\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u5df2\u5411\u5c5e\u5730\u76d1\u7ba1\u5c40\u62a5\u5907&#xff08;\u5982\u9700&#xff09;<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u5408\u89c4\u90e8<\/td>\n<td align=\"left\">\u9644\u56de\u6267<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4f9b\u5e94\u5546\u5df2\u901a\u8fc7\u79d1\u6280\u5916\u5305\u8bc4\u4f30<\/td>\n<td align=\"left\">\u2610<\/td>\n<td align=\"left\">\u91c7\u8d2d\u90e8<\/td>\n<td align=\"left\">\u9644\u8bc4\u4f30\u62a5\u544a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4a1; \u5c0f\u8d34\u58eb&#xff1a;\u5c06\u6b64\u6e05\u5355\u5d4c\u5165 CI\/CD \u6d41\u6c34\u7ebf&#xff0c;\u4efb\u4e00\u68c0\u67e5\u9879\u672a\u901a\u8fc7\u5219\u963b\u65ad\u4e0a\u7ebf\u3002\u5408\u89c4\u4e0d\u662f\u4e8b\u540e\u8865\u7968&#xff0c;\u800c\u662f\u5185\u5efa\u4e8e\u5de5\u7a0b\u6d41\u7a0b\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001 \u96be\u70b9\u5206\u6790\u4e0e\u5e38\u89c1\u8bef\u533a<\/h3>\n<h4>7.1 \u96be\u70b9&#xff1a;\u53ef\u89e3\u91ca\u6027\u4e0e\u9ed1\u7bb1\u77db\u76fe<\/h4>\n<p>YOLO \u672c\u8d28\u662f\u9ed1\u7bb1\u6a21\u578b&#xff0c;\u4f46\u76d1\u7ba1\u8981\u6c42\u201c\u53ef\u89e3\u91ca\u201d\u3002\u5982\u4f55\u8c03\u548c&#xff1f;<\/p>\n<p>\u89e3\u51b3\u65b9\u6848&#xff1a;<\/p>\n<ul>\n<li>\u4e8b\u540e\u89e3\u91ca&#xff1a;\u4f7f\u7528 Grad-CAM \/ Eigen-CAM \u751f\u6210\u70ed\u529b\u56fe&#xff0c;\u5c55\u793a\u6a21\u578b\u5173\u6ce8\u533a\u57df\u3002<\/li>\n<li>\u7ed3\u6784\u5316\u8f93\u51fa&#xff1a;\u4e0d\u4ec5\u8f93\u51fa\u201c\u8fdd\u89c4\u201d&#xff0c;\u8fd8\u8f93\u51fa\u201c\u8fdd\u89c4\u7c7b\u578b&#043;\u4f4d\u7f6e&#043;\u7f6e\u4fe1\u5ea6&#043;\u5173\u952e\u5e27\u201d&#xff0c;\u5f62\u6210\u53ef\u8bfb\u8bc1\u636e\u94fe\u3002<\/li>\n<li>\u89c4\u5219\u515c\u5e95&#xff1a;\u5c06 YOLO \u8f93\u51fa\u4f5c\u4e3a\u89c4\u5219\u5f15\u64ce\u7684\u8f93\u5165&#xff0c;\u6700\u7ec8\u5224\u65ad\u7531\u663e\u5f0f\u89c4\u5219\u505a\u51fa&#xff08;\u5982\u201c\u68c0\u6d4b\u5230\u672a\u6234\u5de5\u724c AND \u6301\u7eed\u65f6\u95f4&gt;30s \u2192 \u5224\u5b9a\u8fdd\u89c4\u201d&#xff09;\u3002<\/li>\n<li>\u81ea\u7136\u8bed\u8a00\u751f\u6210&#xff1a;\u7ed3\u5408 LLM \u5c06\u68c0\u6d4b\u7ed3\u679c\u8f6c\u5316\u4e3a\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0&#xff08;\u201c\u67dc\u5458\u5f20\u4e09\u572810:23:45\u672a\u4f69\u6234\u5de5\u724c&#xff0c;\u6301\u7eed42\u79d2\u201d&#xff09;\u3002<\/li>\n<\/ul>\n<h4>7.2 \u8bef\u533a&#xff1a;\u8ffd\u6c42 SOTA \u6307\u6807\u5ffd\u89c6\u4e1a\u52a1\u4ef7\u503c<\/h4>\n<p>\u8bb8\u591a\u56e2\u961f\u6c89\u8ff7\u4e8e\u5237 COCO mAP&#xff0c;\u4f46\u91d1\u878d\u573a\u666f\u6307\u6807\u4f53\u7cfb\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n<p>\u6b63\u786e\u6307\u6807\u4f53\u7cfb&#xff1a;<\/p>\n<ul>\n<li>\u5408\u89c4\u573a\u666f&#xff1a;\u8fdd\u89c4\u53ec\u56de\u7387 &gt; 95%&#xff08;\u5b81\u53ef\u8bef\u62a5&#xff0c;\u4e0d\u53ef\u6f0f\u62a5&#xff09;&#xff0c;\u8bef\u62a5\u7387 &lt; 10%&#xff08;\u907f\u514d\u4eba\u5de5\u75b2\u52b3&#xff09;\u3002<\/li>\n<li>\u98ce\u63a7\u573a\u666f&#xff1a;Precision&#064;TopK&#xff08;\u524dK\u4e2a\u9884\u8b66\u4e2d\u771f\u6b63\u8fdd\u89c4\u7684\u6bd4\u4f8b&#xff09;&#xff0c;\u800c\u975e\u5168\u5c40 mAP\u3002<\/li>\n<li>\u4f53\u9a8c\u573a\u666f&#xff1a;\u7aef\u5230\u7aef\u5ef6\u8fdf &lt; 200ms&#xff0c;\u9996\u5e27\u54cd\u5e94\u65f6\u95f4 &lt; 500ms\u3002<\/li>\n<li>\u5408\u89c4\u6307\u6807&#xff1a;\u4eba\u5de5\u590d\u6838\u7387\u3001\u7533\u8bc9\u6210\u529f\u7387\u3001\u76d1\u7ba1\u95ee\u8be2\u6b21\u6570\u3002<\/li>\n<\/ul>\n<h4>7.3 \u8bef\u533a&#xff1a;\u91cd\u6a21\u578b\u8f7b\u6570\u636e<\/h4>\n<p>\u8ba4\u4e3a\u201c\u6362\u4e2a\u66f4\u597d\u7684\u6a21\u578b\u5c31\u80fd\u89e3\u51b3\u95ee\u9898\u201d&#xff0c;\u5b9e\u521980%\u7684\u6027\u80fd\u74f6\u9888\u5728\u6570\u636e\u3002<\/p>\n<p>\u6570\u636e\u8d28\u91cf\u4f18\u5148\u7ea7&#xff1a;<\/p>\n<li>\u6807\u6ce8\u4e00\u81f4\u6027 &gt; \u6807\u6ce8\u6570\u91cf&#xff08;\u591a\u4eba\u6807\u6ce8&#043;\u4ef2\u88c1\u673a\u5236&#xff09;<\/li>\n<li>\u573a\u666f\u8986\u76d6\u5ea6 &gt; \u6570\u636e\u603b\u91cf&#xff08;\u957f\u5c3e\u573a\u666f\u4e13\u9879\u91c7\u96c6&#xff09;<\/li>\n<li>\u8f93\u5165\u8d28\u91cf\u63a7\u5236 &gt; \u6a21\u578b\u590d\u6742\u5ea6&#xff08;\u524d\u7aef\u62cd\u6444\u5f15\u5bfc\u3001\u5149\u7167\u8865\u507f&#xff09;<\/li>\n<li>\u8d1f\u6837\u672c\u4e30\u5bcc\u5ea6 &gt; \u6b63\u6837\u672c&#xff08;\u5927\u91cf\u6b63\u5e38\u573a\u666f\u9632\u6b62\u8bef\u62a5&#xff09;<\/li>\n<hr \/>\n<h3>\u516b\u3001 FAQ&#xff1a;\u9ad8\u9891\u95ee\u9898\u89e3\u7b54<\/h3>\n<p>\u4ee5\u4e0b\u95ee\u9898\u6309\u884c\u4e1a\u641c\u7d22\u70ed\u5ea6 \u00d7 \u51b3\u7b56\u8005\u7126\u8651\u6743\u91cd\u7efc\u5408\u6392\u5e8f&#xff0c;\u8986\u76d6\u4ece\u4e00\u7ebf\u5de5\u7a0b\u5e08\u5230CTO\u3001\u5408\u89c4\u8d1f\u8d23\u4eba\u7684\u5168\u89d2\u8272\u753b\u50cf\u3002<\/p>\n<hr \/>\n<h4>&#x1f525; Q1&#xff08;\u70ed\u5ea6\u6700\u9ad8 \u00b7 \u6280\u672f\u8d1f\u8d23\u4eba\u5fc5\u95ee&#xff09;&#xff1a;\u5f00\u6e90 YOLO \u6a21\u578b\u80fd\u76f4\u63a5\u642c\u8fdb\u91d1\u878d\u751f\u4ea7\u73af\u5883\u5417&#xff1f;<\/h4>\n<p>\u7ed3\u8bba&#xff1a;\u4e0d\u80fd\u76f4\u63a5\u7528&#xff0c;\u4f46\u6539\u9020\u540e\u53ef\u7528\u3002<\/p>\n<p>\u8fd9\u662f\u4ece\u4e1a\u8005\u641c\u7d22\u91cf\u6700\u9ad8\u7684\u95ee\u9898\u3002\u51e0\u4e4e\u6240\u6709\u56e2\u961f\u7684\u7b2c\u4e00\u53cd\u5e94\u90fd\u662f&#034;GitHub \u4e0a\u4e0b\u8f7d\u4e00\u4e2a YOLOv8\/v11 \u6743\u91cd&#xff0c;\u6362\u4e2a\u6570\u636e\u96c6\u5fae\u8c03\u4e00\u4e0b\u5c31\u4e0a\u7ebf&#034;\u3002\u5728\u91d1\u878d\u573a\u666f&#xff0c;\u8fd9\u6761\u8def\u8d70\u4e0d\u901a\u3002<\/p>\n<p>\u6838\u5fc3\u969c\u788d&#xff1a;<\/p>\n<ul>\n<li>\u573a\u666f\u9e3f\u6c9f&#xff1a;\u5f00\u6e90\u6a21\u578b\u5728 COCO \u7b49\u901a\u7528\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3&#xff0c;\u5bf9\u91d1\u878d\u7279\u6709\u7684\u5c0f\u76ee\u6807&#xff08;\u5de5\u724c\u3001\u5370\u7ae0\u3001\u8bc1\u4ef6\u9632\u4f2a\u6807\u8bc6&#xff09;\u3001\u7279\u6b8a\u89c6\u89d2&#xff08;ATM \u4fef\u62cd\u3001\u67dc\u53f0\u4fa7\u62cd&#xff09;\u3001\u590d\u6742\u5149\u7167&#xff08;\u7f51\u70b9\u9006\u5149\u3001\u591c\u95f4\u5b89\u9632&#xff09;\u51e0\u4e4e\u96f6\u9002\u914d\u3002<\/li>\n<li>\u5b89\u5168\u9690\u60a3&#xff1a;\u5f00\u6e90\u6846\u67b6\u672c\u8eab\u53ef\u80fd\u5305\u542b\u5df2\u77e5\u6f0f\u6d1e&#xff08;CVE&#xff09;&#xff0c;\u672a\u7ecf\u5b89\u5168\u626b\u63cf\u76f4\u63a5\u90e8\u7f72\u7b49\u4e8e\u7ed9\u653b\u51fb\u8005\u5f00\u540e\u95e8\u3002<\/li>\n<li>\u8bb8\u53ef\u8bc1\u5730\u96f7&#xff1a;\u90e8\u5206 YOLO \u7248\u672c\u91c7\u7528 GPLv3 \u7b49\u5f3a\u4f20\u67d3\u6027\u534f\u8bae\u2014\u2014\u5982\u679c\u4f60\u7684\u56e2\u961f\u4fee\u6539\u4e86\u6e90\u7801\u5e76\u5bf9\u5916\u63d0\u4f9b\u670d\u52a1&#xff08;\u5305\u62ec SaaS 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align=\"left\">\u4e8b\u524d\u9884\u9632<\/td>\n<td align=\"left\">\u4eba\u5de5\u590d\u6838\u673a\u5236 &#043; \u7f6e\u4fe1\u5ea6\u9608\u503c\u515c\u5e95<\/td>\n<td align=\"left\">\u964d\u4f4e\u8bef\u5224\u53d1\u751f\u7387<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4e8b\u4e2d\u6551\u6d4e<\/td>\n<td align=\"left\">\u5ba2\u6237\u7533\u8bc9\u901a\u9053 &#043; \u5feb\u901f\u54cd\u5e94SLA<\/td>\n<td align=\"left\">\u51cf\u5c11\u635f\u5931\u6269\u5927<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4e8b\u540e\u8865\u507f<\/td>\n<td align=\"left\">\u635f\u5bb3\u8d54\u507f\u9884\u6848 &#043; \u4e13\u9879\u51c6\u5907\u91d1<\/td>\n<td align=\"left\">\u7ef4\u62a4\u5ba2\u6237\u6743\u76ca<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8d23\u4efb\u8ffd\u6eaf<\/td>\n<td align=\"left\">\u4f9b\u5e94\u5546\u5408\u540c\u4e2d\u7684\u8ffd\u507f\u6761\u6b3e &#043; \u6a21\u578b\u65e5\u5fd7\u7559\u5b58<\/td>\n<td align=\"left\">\u660e\u786e\u5404\u65b9\u8fc7\u9519\u8fb9\u754c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u26a0\ufe0f \u8b66\u544a&#xff1a;\u5408\u540c\u4e2d\u52a1\u5fc5\u8981\u6c42\u4f9b\u5e94\u5546\u5982\u5b9e\u62ab\u9732\u6a21\u578b\u7684\u80fd\u529b\u8fb9\u754c\u4e0e\u5df2\u77e5\u5c40\u9650&#xff08;\u5982\u7279\u5b9a\u5149\u7167\u6761\u4ef6\u4e0b\u7684\u8bef\u62a5\u7387&#xff09;&#xff0c;\u5e76\u7ea6\u5b9a\u56e0\u4f9b\u5e94\u5546\u9690\u7792\u6280\u672f\u7f3a\u9677\u5bfc\u81f4\u635f\u5931\u7684\u8ffd\u507f\u673a\u5236\u3002\u6a21\u7cca\u7684&#034;AI\u51fa\u95ee\u9898\u6982\u4e0d\u8d1f\u8d23&#034;\u6761\u6b3e\u5728\u6cd5\u5f8b\u4e0a\u53ef\u80fd\u88ab\u8ba4\u5b9a\u4e3a\u65e0\u6548\u683c\u5f0f\u6761\u6b3e\u3002<\/p>\n<hr \/>\n<h4>&#x1f3d7;\ufe0f Q3&#xff08;\u5de5\u7a0b\u843d\u5730\u6700\u5934\u75bc \u00b7 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\u53cc\u5411\u8bc1\u4e66\u8ba4\u8bc1&#xff0c;\u7981\u6b62\u660e\u6587\u4f20\u8f93<\/li>\n<li>\u6570\u636e\u751f\u547d\u5468\u671f&#xff1a;\u63a8\u7406\u5b8c\u7acb\u5373\u9500\u6bc1&#xff0c;\u4e0d\u843d\u76d8\u3001\u4e0d\u7f13\u5b58\u3001\u4e0d\u7559\u75d5<\/li>\n<li>\u5b89\u5168\u8bc4\u4f30&#xff1a;\u901a\u8fc7\u673a\u6784\u4fe1\u606f\u5b89\u5168\u90e8\u95e8\u7684\u4e13\u9879\u8bc4\u4f30\u5e76\u5907\u6848<\/li>\n<p>\u2705 \u63a8\u8350\u67b6\u6784&#xff1a;\u8fb9\u7f18\u63a8\u7406 &#043; \u4e2d\u5fc3\u7ba1\u7406\u7684\u6df7\u5408\u6a21\u5f0f\u2014\u2014\u8fb9\u7f18\u8bbe\u5907\u5b8c\u6210\u5b9e\u65f6\u63a8\u7406&#xff08;\u4ec5\u4e0a\u4f20\u7ed3\u6784\u5316\u7ed3\u679c&#xff0c;\u4e0d\u4f20\u539f\u59cb\u89c6\u9891&#xff09;&#xff0c;\u4e2d\u5fc3\u670d\u52a1\u5668\u8d1f\u8d23\u6a21\u578b\u66f4\u65b0\u3001\u65e5\u5fd7\u805a\u5408\u4e0e\u76d1\u63a7\u544a\u8b66\u3002\u8fd9\u662f\u76ee\u524d\u91d1\u878d\u884c\u4e1a\u9a8c\u8bc1\u6700\u591a\u7684\u90e8\u7f72\u8303\u5f0f\u3002<\/p>\n<hr \/>\n<h4>&#x1f4cb; Q4&#xff08;\u5408\u89c4\u56e2\u961f\u6700\u7d27\u5f20 \u00b7 \u5408\u89c4\/\u5ba1\u8ba1\u8d1f\u8d23\u4eba\u5173\u6ce8&#xff09;&#xff1a;\u76d1\u7ba1\u6765\u68c0\u67e5&#xff0c;\u600e\u4e48\u8bc1\u660e\u6211\u4eec\u7684 YOLO \u5e94\u7528\u662f\u5408\u89c4\u7684&#xff1f;<\/h4>\n<p>\u7ed3\u8bba&#xff1a;\u51c6\u5907\u4e00\u4efd\u5b8c\u6574\u7684 AI \u5e94\u7528\u5408\u89c4\u6863\u6848\u3002\u68c0\u67e5\u65f6&#xff0c;\u6863\u6848\u5b8c\u6574\u6027\u6bd4\u6280\u672f\u6307\u6807\u66f4\u91cd\u8981\u3002<\/p>\n<p>\u8fd9\u662f\u5408\u89c4\u8d1f\u8d23\u4eba\u9762\u5bf9\u76d1\u7ba1\u68c0\u67e5\u65f6\u7684\u6838\u5fc3\u7126\u8651\u3002\u5f88\u591a\u56e2\u961f\u82b1\u5927\u91cf\u7cbe\u529b\u4f18\u5316\u6a21\u578b\u7cbe\u5ea6&#xff0c;\u5374\u5ffd\u7565\u4e86&#034;\u62ff\u4ec0\u4e48\u7ed9\u76d1\u7ba1\u770b&#034;\u3002<\/p>\n<p>\u5408\u89c4\u6863\u6848\u5fc5\u5907\u6e05\u5355&#xff1a;<\/p>\n<table>\n<tr>\u5e8f\u53f7\u6750\u6599\u8bf4\u660e<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">1<\/td>\n<td align=\"left\">\u98ce\u9669\u7b49\u7ea7\u8ba4\u5b9a\u62a5\u544a<\/td>\n<td align=\"left\">\u5408\u89c4\u90e8\u95e8\u51fa\u5177&#xff0c;\u660e\u786e\u573a\u666f\u5c5e\u4e8e\u9ad8\/\u4e2d\/\u4f4e\u98ce\u9669<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">2<\/td>\n<td align=\"left\">\u6570\u636e\u6388\u6743\u8bc1\u660e<\/td>\n<td align=\"left\">\u6bcf\u4efd\u8bad\u7ec3\u6570\u636e\u7684\u6765\u6e90\u3001\u6388\u6743\u8303\u56f4\u3001\u8131\u654f\u65b9\u5f0f<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">3<\/td>\n<td align=\"left\">\u6a21\u578b\u6d4b\u8bd5\u62a5\u544a<\/td>\n<td align=\"left\">\u542b\u7cbe\u5ea6\u3001\u516c\u5e73\u6027\u3001\u5bf9\u6297\u9c81\u68d2\u6027\u3001\u8fb9\u754ccase\u6d4b\u8bd5\u7ed3\u679c<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">4<\/td>\n<td align=\"left\">\u4eba\u5de5\u590d\u6838 SOP<\/td>\n<td align=\"left\">\u9ad8\u98ce\u9669\u573a\u666f\u7684\u4eba\u5de5\u4ecb\u5165\u6d41\u7a0b\u3001\u89e6\u53d1\u6761\u4ef6\u3001\u64cd\u4f5c\u89c4\u8303<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">5<\/td>\n<td align=\"left\">\u5ba1\u8ba1\u65e5\u5fd7\u6837\u4f8b<\/td>\n<td align=\"left\">\u8bc1\u660e\u6bcf\u6b21\u63a8\u7406\u90fd\u6709\u53ef\u8ffd\u6eaf\u7684\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">6<\/td>\n<td align=\"left\">\u5e94\u6025\u9884\u6848<\/td>\n<td align=\"left\">\u6a21\u578b\u5931\u6548\/\u8bef\u5224\u65f6\u7684\u964d\u7ea7\u65b9\u6848\u4e0e\u6f14\u7ec3\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">7<\/td>\n<td align=\"left\">\u7b2c\u4e09\u65b9\u5ba1\u8ba1\u62a5\u544a<\/td>\n<td align=\"left\">\u7531\u5177\u5907\u8d44\u8d28\u7684\u673a\u6784\u51fa\u5177\u7684\u5b89\u5168\u8bc4\u4f30\u62a5\u544a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&#x1f4cc; \u6838\u5fc3\u8981\u70b9&#xff1a;\u76d1\u7ba1\u68c0\u67e5\u7684\u903b\u8f91\u662f \u201c\u4f60\u6709\u6ca1\u6709\u5c3d\u5230\u5408\u7406\u6ce8\u610f\u4e49\u52a1\u201d &#xff0c;\u800c\u975e&#034;\u4f60\u7684\u6a21\u578b\u7cbe\u5ea6\u6709\u591a\u9ad8&#034;\u3002\u4e00\u4e2a mAP 85% \u4f46\u6863\u6848\u9f50\u5168\u3001\u6d41\u7a0b\u89c4\u8303\u7684\u7cfb\u7edf&#xff0c;\u8fdc\u6bd4 mAP 95% \u4f46\u62ff\u4e0d\u51fa\u4efb\u4f55\u5408\u89c4\u6750\u6599\u7684\u7cfb\u7edf\u66f4\u5bb9\u6613\u901a\u8fc7\u68c0\u67e5\u3002<\/p>\n<hr \/>\n<h4>&#x1f9e0; Q5&#xff08;\u4e1a\u52a1\u521b\u65b0\u6700\u8bf1\u60d1 \u00b7 \u4ea7\u54c1\u7ecf\u7406\/\u4e1a\u52a1\u90e8\u95e8\u5173\u6ce8&#xff09;&#xff1a;\u80fd\u4e0d\u80fd\u7528 YOLO \u505a\u5ba2\u6237\u60c5\u7eea\u5206\u6790&#xff0c;\u5b9e\u73b0&#034;\u5343\u4eba\u5343\u9762&#034;\u7684\u7cbe\u51c6\u670d\u52a1&#xff1f;<\/h4>\n<p>\u7ed3\u8bba&#xff1a;\u5f3a\u70c8\u4e0d\u5efa\u8bae\u3002\u8fd9\u6761\u8def\u6280\u672f\u4e0d\u6210\u719f\u3001\u5408\u89c4\u8d70\u4e0d\u901a\u3001\u5546\u4e1a\u4e0d\u6210\u7acb\u3002<\/p>\n<p>\u8fd9\u662f\u4e1a\u52a1\u90e8\u95e8\u6700\u5bb9\u6613\u4ea7\u751f\u7684&#034;\u521b\u65b0\u51b2\u52a8&#034;\u3002\u201c\u5ba2\u6237\u8d70\u8fdb\u7f51\u70b9&#xff0c;AI \u8bc6\u522b\u4ed6\u7684\u8868\u60c5&#xff0c;\u5224\u65ad\u4ed6\u662f\u7126\u8651\u8fd8\u662f\u6ee1\u610f&#xff0c;\u7136\u540e\u81ea\u52a8\u63a8\u8350\u5408\u9002\u7684\u4ea7\u54c1\u201d\u2014\u2014\u542c\u8d77\u6765\u5f88\u7f8e\u597d&#xff0c;\u5b9e\u9645\u4e0a\u662f\u4e09\u91cd\u9677\u9631\u3002<\/p>\n<p>\u6280\u672f\u9677\u9631&#xff1a;\u60c5\u7eea\u8bc6\u522b\u7684\u79d1\u5b66\u57fa\u7840\u6781\u5176\u8584\u5f31\u3002\u5b66\u672f\u754c\u5bf9&#034;\u9762\u90e8\u8868\u60c5\u662f\u5426\u7b49\u4e8e\u5185\u5fc3\u60c5\u7eea&#034;\u5c1a\u5b58\u6839\u672c\u6027\u4e89\u8bae&#xff0c;\u73b0\u6709\u6a21\u578b\u5728\u771f\u5b9e\u73af\u5883&#xff08;\u975e\u5b9e\u9a8c\u5ba4\u6446\u62cd&#xff09;\u4e2d\u7684\u51c6\u786e\u7387\u8fdc\u4f4e\u4e8e\u5546\u7528\u95e8\u69db&#xff0c;\u8de8\u79cd\u65cf\u3001\u8de8\u5e74\u9f84\u3001\u8de8\u6587\u5316\u7684\u6cdb\u5316\u80fd\u529b\u5c24\u5176\u5dee\u3002<\/p>\n<p>\u5408\u89c4\u9677\u9631&#xff1a;<\/p>\n<ul>\n<li>\u60c5\u7eea\u5c5e\u4e8e\u654f\u611f\u4e2a\u4eba\u4fe1\u606f&#xff0c;\u5904\u7406\u9700\u53d6\u5f97\u5355\u72ec\u540c\u610f&#xff0c;\u4e14\u5fc5\u987b\u8bc1\u660e&#034;\u5904\u7406\u76ee\u7684\u5177\u6709\u7279\u5b9a\u6027\u548c\u5fc5\u8981\u6027&#034;<\/li>\n<li>NFRA \u6d88\u8d39\u8005\u6743\u76ca\u4fdd\u62a4\u5c40\u5df2\u591a\u6b21\u5728\u884c\u4e1a\u901a\u62a5\u4e2d\u660e\u786e\u8b66\u793a\u6b64\u7c7b\u5e94\u7528<\/li>\n<li>\u82e5\u56e0\u60c5\u7eea\u8bef\u5224\u5bfc\u81f4\u5dee\u5f02\u5316\u670d\u52a1&#xff08;\u5982&#034;\u770b\u8d77\u6765\u7740\u6025\u7684\u5ba2\u6237\u88ab\u63a8\u8350\u9ad8\u4f63\u91d1\u4ea7\u54c1&#034;&#xff09;&#xff0c;\u53ef\u80fd\u6784\u6210\u6b67\u89c6\u6027\u5bf9\u5f85<\/li>\n<\/ul>\n<p>\u5546\u4e1a\u9677\u9631&#xff1a;\u5373\u4f7f\u6280\u672f\u8fbe\u6807\u3001\u5408\u89c4\u653e\u884c&#xff0c;\u5ba2\u6237\u662f\u5426\u613f\u610f\u88ab&#034;\u60c5\u7eea\u8bfb\u53d6&#034;&#xff1f;\u5927\u91cf\u6d88\u8d39\u8005\u8c03\u7814\u663e\u793a&#xff0c;\u8d85\u8fc770%\u7684\u5ba2\u6237\u5bf9\u6b64\u7c7b\u5e94\u7528\u6301\u53cd\u611f\u6001\u5ea6&#xff0c;\u54c1\u724c\u4fe1\u4efb\u635f\u5931\u8fdc\u5927\u4e8e\u77ed\u671f\u8f6c\u5316\u6536\u76ca\u3002<\/p>\n<p>\u2705 \u66ff\u4ee3\u65b9\u5411&#xff1a;\u5c06 YOLO \u7528\u4e8e\u5206\u6790\u670d\u52a1\u6d41\u7a0b\u5408\u89c4\u6027\u2014\u2014\u67dc\u5458\u662f\u5426\u4e3b\u52a8\u95ee\u5019\u3001\u662f\u5426\u9012\u9001\u98ce\u9669\u63d0\u793a\u4e66\u3001\u662f\u5426\u53cc\u4eba\u590d\u6838\u2014\u2014\u8fd9\u624d\u662f NFRA \u660e\u786e\u9f13\u52b1\u4e14\u6280\u672f\u6210\u719f\u7684\u65b9\u5411\u3002<\/p>\n<hr \/>\n<h4>&#x1f4cc; FAQ \u603b\u7ed3\u901f\u67e5\u8868<\/h4>\n<table>\n<tr>\u95ee\u9898\u5173\u952e\u8bcd\u4e00\u53e5\u8bdd\u7b54\u6848\u98ce\u9669\u7b49\u7ea7<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u5f00\u6e90\u6a21\u578b\u76f4\u63a5\u7528<\/td>\n<td align=\"left\">\u4e0d\u80fd&#xff0c;\u5fc5\u987b\u6539\u9020\u56db\u6b65\u8d70<\/td>\n<td align=\"left\">&#x1f534; \u9ad8<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u8bef\u5224\u8d23\u4efb\u5f52\u5c5e<\/td>\n<td align=\"left\">\u673a\u6784\u7b2c\u4e00\u8d23\u4efb&#xff0c;\u5408\u540c\u8ffd\u6eaf\u4f9b\u5e94\u5546<\/td>\n<td align=\"left\">&#x1f534; \u9ad8<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u4e91\u7aef\u63a8\u7406<\/td>\n<td align=\"left\">\u539f\u5219\u4e0d\u884c&#xff0c;\u8fb9\u7f18&#043;\u4e2d\u5fc3\u6df7\u5408\u6700\u4f18<\/td>\n<td align=\"left\">&#x1f7e1; \u4e2d<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u76d1\u7ba1\u5408\u89c4\u8bc1\u660e<\/td>\n<td align=\"left\">\u6863\u6848\u5b8c\u6574\u6027 &gt; \u6280\u672f\u6307\u6807<\/td>\n<td align=\"left\">&#x1f534; \u9ad8<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">\u60c5\u7eea\u5206\u6790<\/td>\n<td align=\"left\">\u5f3a\u70c8\u4e0d\u5efa\u8bae&#xff0c;\u4e09\u91cd\u5927\u9677\u9631<\/td>\n<td align=\"left\">&#x1f534; \u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h3>\u4e5d\u3001 \u6269\u5c55\u9605\u8bfb\u63a8\u8350<\/h3>\n<p>\u4ee5\u4e0b\u63a8\u8350\u6750\u6599\u6309\u9605\u8bfb\u4f18\u5148\u7ea7\u6392\u5217&#xff0c;\u6bcf\u4efd\u5747\u6807\u6ce8\u4e3b\u8981\u5185\u5bb9\u6458\u8981\u4e0e\u9002\u7528\u4eba\u7fa4&#xff0c;\u5e2e\u52a9\u8bfb\u8005\u9ad8\u6548\u7b5b\u9009\u3001\u7cbe\u51c6\u9605\u8bfb\u3002<\/p>\n<hr \/>\n<h4>&#x1f4dc; \u7b2c\u4e00\u68af\u961f&#xff1a;\u653f\u7b56\u6cd5\u89c4&#xff08;\u5fc5\u8bfb&#xff09;<\/h4>\n<h5>1. \u300a\u5173\u4e8e\u94f6\u884c\u4e1a\u4fdd\u9669\u4e1a\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u5f00\u53d1\u5e94\u7528\u7684\u6307\u5bfc\u610f\u89c1\u300b&#xff08;\u91d1\u53d1\u30142026\u30158\u53f7&#xff09;<\/h5>\n<ul>\n<li>\u53d1\u5e03\u673a\u5173&#xff1a;\u56fd\u5bb6\u91d1\u878d\u76d1\u7763\u7ba1\u7406\u603b\u5c40<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u8fd9\u662f\u6211\u56fd\u94f6\u884c\u4e1a\u4fdd\u9669\u4e1a\u9996\u4efdAI\u5168\u6d41\u7a0b\u4e13\u9879\u76d1\u7ba1\u6587\u4ef6&#xff0c;\u5171\u4e03\u5927\u677f\u5757\u300132\u6761\u6307\u5bfc\u6027\u610f\u89c1\u3002\u6db5\u76d6AI\u6cbb\u7406\u67b6\u6784\u642d\u5efa\u3001\u98ce\u9669\u5206\u7ea7\u7ba1\u7406\u3001\u6570\u636e\u6cbb\u7406\u7ea2\u7ebf\u3001\u7b97\u529b\u81ea\u4e3b\u53ef\u63a7\u3001\u6a21\u578b\u5168\u751f\u547d\u5468\u671f\u7ba1\u63a7\u3001\u4eba\u5458\u80fd\u529b\u5efa\u8bbe\u3001\u76d1\u7ba1\u62a5\u9001\u4e0e\u76d1\u7763\u7b49\u5b8c\u6574\u94fe\u6761\u3002\u9996\u6b21\u660e\u786e\u754c\u5b9a&#034;\u9ad8\u98ce\u9669AI\u5e94\u7528&#034;\u8303\u56f4&#xff08;\u8d44\u91d1\u4ea4\u6613\u3001\u8d44\u4ea7\u8bc4\u4f30\u3001\u4fe1\u8d37\u5ba1\u6279\u3001\u627f\u4fdd\u7406\u8d54\u7b49&#xff09;&#xff0c;\u786e\u7acb&#034;\u8c01\u4f7f\u7528\u8c01\u8d1f\u8d23&#034;\u7684\u95ee\u8d23\u539f\u5219\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5fc5\u8bfb&#xff1a;\u672c\u6587\u6240\u6709\u5408\u89c4\u5efa\u8bae\u7684\u5236\u5ea6\u6839\u6e90\u3002\u4e0d\u7406\u89e38\u53f7\u6587&#xff0c;\u5c31\u65e0\u6cd5\u7406\u89e3\u91d1\u878d\u573a\u666f\u4e0bYOLO\u5e94\u7528\u7684\u8fb9\u754c\u5728\u54ea\u91cc\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;\u5408\u89c4\u8d1f\u8d23\u4eba\u3001\u98ce\u63a7\u603b\u76d1\u3001CTO\u3001AI\u4ea7\u54c1\u7ecf\u7406<\/li>\n<li>\u83b7\u53d6\u65b9\u5f0f&#xff1a;NFRA\u5b98\u7f51\u653f\u7b56\u53d1\u5e03\u680f\u76ee<\/li>\n<\/ul>\n<h5>2. JR\/T 0197-2020\u300a\u91d1\u878d\u6570\u636e\u5b89\u5168 \u6570\u636e\u5b89\u5168\u5206\u7ea7\u6307\u5357\u300b<\/h5>\n<ul>\n<li>\u53d1\u5e03\u673a\u5173&#xff1a;\u4e2d\u56fd\u4eba\u6c11\u94f6\u884c<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u5c06\u91d1\u878d\u6570\u636e\u5212\u5206\u4e3a5\u4e2a\u5b89\u5168\u7ea7\u522b&#xff08;1\u7ea7\u516c\u5f00\u21925\u7ea7\u6781\u654f\u611f&#xff09;&#xff0c;\u660e\u786e\u4e86\u6bcf\u7c7b\u6570\u636e\u7684\u5206\u7ea7\u6807\u51c6\u3001\u5b89\u5168\u4fdd\u62a4\u8981\u6c42\u548c\u6d41\u8f6c\u9650\u5236\u3002\u4eba\u8138\u3001\u6307\u7eb9\u7b49\u751f\u7269\u7279\u5f81\u4fe1\u606f\u5c5e\u4e8e4\u7ea7\u53ca\u4ee5\u4e0a&#xff0c;\u89c6\u9891\u6d41\u4e2d\u7684\u5ba2\u6237\u5f71\u50cf\u5c5e\u4e8e3-4\u7ea7\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5fc5\u8bfb&#xff1a;YOLO\u5904\u7406\u7684\u6240\u6709\u89c6\u89c9\u6570\u636e\u90fd\u5fc5\u987b\u6309\u7167\u6b64\u6807\u51c6\u5b8c\u6210\u5206\u7ea7&#xff0c;\u624d\u80fd\u786e\u5b9a\u5b58\u50a8\u3001\u4f20\u8f93\u3001\u8131\u654f\u7684\u6280\u672f\u65b9\u6848\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;\u6570\u636e\u6cbb\u7406\u56e2\u961f\u3001\u4fe1\u606f\u5b89\u5168\u90e8\u95e8\u3001\u67b6\u6784\u5e08<\/li>\n<li>\u83b7\u53d6\u65b9\u5f0f&#xff1a;\u5168\u56fd\u91d1\u878d\u6807\u51c6\u5316\u6280\u672f\u59d4\u5458\u4f1a\u5b98\u7f51<\/li>\n<\/ul>\n<h5>3. JR\/T 0218-2021\u300a\u91d1\u878d\u4e1a\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e94\u7528\u89c4\u8303\u300b<\/h5>\n<ul>\n<li>\u53d1\u5e03\u673a\u5173&#xff1a;\u4e2d\u56fd\u4eba\u6c11\u94f6\u884c<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u89c4\u5b9a\u4e86\u91d1\u878d\u884c\u4e1aAI\u6280\u672f\u5e94\u7528\u7684\u57fa\u672c\u539f\u5219\u3001\u5b89\u5168\u8981\u6c42\u3001\u6d4b\u8bd5\u8bc4\u4f30\u65b9\u6cd5\u548c\u8fd0\u7ef4\u7ba1\u7406\u89c4\u8303\u3002\u91cd\u70b9\u8986\u76d6\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8981\u6c42\u3001\u516c\u5e73\u6027\u6d4b\u8bd5\u65b9\u6cd5\u3001\u5bf9\u6297\u653b\u51fb\u9632\u5fa1\u6807\u51c6\u3001\u6a21\u578b\u7248\u672c\u7ba1\u7406\u4e0e\u56de\u6eda\u673a\u5236\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5fc5\u8bfb&#xff1a;8\u53f7\u6587\u662f&#034;\u539f\u5219&#034;&#xff0c;\u8fd9\u4efd\u6807\u51c6\u662f&#034;\u64cd\u4f5c\u624b\u518c&#034;\u3002\u6a21\u578b\u6d4b\u8bd5\u62a5\u544a\u600e\u4e48\u5199\u3001\u516c\u5e73\u6027\u600e\u4e48\u6d4b\u3001\u53ef\u89e3\u91ca\u6027\u505a\u5230\u4ec0\u4e48\u7a0b\u5ea6&#xff0c;\u90fd\u5728\u8fd9\u4efd\u6807\u51c6\u91cc\u6709\u5177\u4f53\u6307\u6807\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;AI\u5de5\u7a0b\u5e08\u3001\u6d4b\u8bd5\u56e2\u961f\u3001\u5ba1\u8ba1\u4eba\u5458<\/li>\n<li>\u83b7\u53d6\u65b9\u5f0f&#xff1a;\u5168\u56fd\u91d1\u878d\u6807\u51c6\u5316\u6280\u672f\u59d4\u5458\u4f1a\u5b98\u7f51<\/li>\n<\/ul>\n<hr \/>\n<h4>&#x1f4d8; \u7b2c\u4e8c\u68af\u961f&#xff1a;\u6280\u672f\u767d\u76ae\u4e66&#xff08;\u5f3a\u70c8\u63a8\u8350&#xff09;<\/h4>\n<h5>4. \u4e2d\u56fd\u4fe1\u901a\u9662\u300a\u91d1\u878d\u7ea7\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u53ef\u4fe1\u767d\u76ae\u4e66&#xff08;2026&#xff09;\u300b<\/h5>\n<ul>\n<li>\u53d1\u5e03\u673a\u5173&#xff1a;\u4e2d\u56fd\u4fe1\u606f\u901a\u4fe1\u7814\u7a76\u9662<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u7cfb\u7edf\u68b3\u7406\u91d1\u878dAI\u7684\u5b89\u5168\u5a01\u80c1\u56fe\u8c31&#xff08;\u6570\u636e\u6295\u6bd2\u3001\u6a21\u578b\u7a83\u53d6\u3001\u5bf9\u6297\u6837\u672c\u3001\u9690\u79c1\u63a8\u65ad\u7b49&#xff09;&#xff0c;\u63d0\u51fa&#034;\u5b89\u5168\u53ef\u4fe1&#034;\u6280\u672f\u6846\u67b6&#xff0c;\u6db5\u76d6\u53ef\u4fe1\u6570\u636e\u6cbb\u7406\u3001\u9c81\u68d2\u6a21\u578b\u8bad\u7ec3\u3001\u53ef\u89e3\u91ca\u63a8\u7406\u5f15\u64ce\u3001\u5168\u94fe\u8def\u5ba1\u8ba1\u8ffd\u6eaf\u56db\u5927\u6280\u672f\u652f\u67f1\u3002\u9644\u6709\u591a\u4e2a\u94f6\u884c\u3001\u4fdd\u9669\u673a\u6784\u7684\u843d\u5730\u6848\u4f8b\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5fc5\u8bfb&#xff1a;\u5c06\u76d1\u7ba1\u8981\u6c42\u7ffb\u8bd1\u6210\u4e86\u6280\u672f\u8bed\u8a00\u30028\u53f7\u6587\u8bf4&#034;\u8981\u5b89\u5168&#034;&#xff0c;\u8fd9\u4efd\u767d\u76ae\u4e66\u544a\u8bc9\u4f60\u600e\u4e48\u505a\u5230\u5b89\u5168\u2014\u2014\u4ece\u6570\u636e\u6e05\u6d17\u5230\u6a21\u578b\u90e8\u7f72\u7684\u6bcf\u4e00\u6b65\u6280\u672f\u9009\u578b\u5efa\u8bae\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;AI\u67b6\u6784\u5e08\u3001\u5b89\u5168\u5de5\u7a0b\u5e08\u3001\u6280\u672f\u7ba1\u7406\u8005<\/li>\n<li>\u83b7\u53d6\u65b9\u5f0f&#xff1a;\u4e2d\u56fd\u4fe1\u901a\u9662\u5b98\u7f51 \u2192 \u7814\u7a76\u6210\u679c \u2192 \u767d\u76ae\u4e66\u4e0b\u8f7d<\/li>\n<\/ul>\n<hr \/>\n<h4>&#x1f6e0;\ufe0f \u7b2c\u4e09\u68af\u961f&#xff1a;\u5f00\u6e90\u5de5\u5177&#xff08;\u5b9e\u64cd\u53c2\u8003&#xff09;<\/h4>\n<h5>5. SAHI&#xff08;Slicing Aided Hyper Inference&#xff09;<\/h5>\n<ul>\n<li>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/www.github.com\/obss\/sahi<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u4e13\u4e3a\u5c0f\u76ee\u6807\u68c0\u6d4b\u8bbe\u8ba1\u7684\u63a8\u7406\u6846\u67b6\u3002\u6838\u5fc3\u601d\u60f3\u662f\u5c06\u5927\u5206\u8fa8\u7387\u56fe\u50cf\u5207\u5206\u4e3a\u91cd\u53e0\u5b50\u56fe\u5206\u522b\u68c0\u6d4b&#xff0c;\u518d\u901a\u8fc7NMS\u5408\u5e76\u7ed3\u679c&#xff0c;\u663e\u8457\u63d0\u5347\u5c0f\u76ee\u6807\u53ec\u56de\u7387\u3002\u652f\u6301YOLOv5\/v8\/v10\/v11\u7b49\u4e3b\u6d41\u6a21\u578b&#xff0c;\u63d0\u4f9bPython SDK\u4e0eCLI\u5de5\u5177\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u63a8\u8350&#xff1a;\u91d1\u878d\u573a\u666f\u4e2d\u5de5\u724c\u3001\u5370\u7ae0\u3001\u8bc1\u4ef6\u9632\u4f2a\u6807\u8bc6\u7b49\u76ee\u6807\u6781\u5c0f&#xff0c;\u6807\u51c6YOLO\u63a8\u7406\u53ec\u56de\u7387\u4e0d\u8db3\u3002SAHI\u662f\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u7684\u6700\u4f4e\u6210\u672c\u65b9\u6848\u2014\u2014\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b&#xff0c;\u4ec5\u6539\u63a8\u7406\u6d41\u7a0b\u5373\u53ef\u63d0\u534730-50%\u5c0f\u76ee\u6807\u68c0\u51fa\u7387\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;CV\u5de5\u7a0b\u5e08\u3001\u7b97\u6cd5\u5de5\u7a0b\u5e08<\/li>\n<li>\u6ce8\u610f\u4e8b\u9879&#xff1a;\u5207\u7247\u63a8\u7406\u4f1a\u589e\u52a03-5\u500d\u8ba1\u7b97\u91cf&#xff0c;\u8fb9\u7f18\u8bbe\u5907\u4e0a\u9700\u914d\u5408\u81ea\u9002\u5e94\u5207\u7247\u7b56\u7565\u4f7f\u7528<\/li>\n<\/ul>\n<h5>6. TensorRT<\/h5>\n<ul>\n<li>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/developer.nvidia.com\/tensorrt<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;NVIDIA\u51fa\u54c1\u7684\u9ad8\u6027\u80fd\u6df1\u5ea6\u5b66\u4e60\u63a8\u7406\u4f18\u5316\u5668\u3002\u652f\u6301ONNX\u6a21\u578b\u5bfc\u5165&#xff0c;\u63d0\u4f9b\u7b97\u5b50\u878d\u5408\u3001\u7cbe\u5ea6\u6821\u51c6&#xff08;FP16\/INT8&#xff09;\u3001\u52a8\u6001\u6279\u5904\u7406\u3001\u663e\u5b58\u4f18\u5316\u7b49\u81ea\u52a8\u5316\u52a0\u901f\u80fd\u529b\u3002\u5728NVIDIA GPU\u4e0a\u53ef\u5b9e\u73b03-10\u500d\u7684\u63a8\u7406\u52a0\u901f\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u63a8\u8350&#xff1a;\u91d1\u878d\u79c1\u6709\u5316\u90e8\u7f72\u573a\u666f\u4e2dNVIDIA GPU\u4ecd\u662f\u4e3b\u6d41\u63a8\u7406\u786c\u4ef6\u3002TensorRT\u662f\u5c06YOLO\u4ece&#034;\u80fd\u8dd1&#034;\u4f18\u5316\u5230&#034;\u8dd1\u5f97\u5feb&#034;\u7684\u6807\u51c6\u5de5\u5177\u94fe\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;\u90e8\u7f72\u5de5\u7a0b\u5e08\u3001\u63a8\u7406\u4f18\u5316\u5de5\u7a0b\u5e08<\/li>\n<li>\u6ce8\u610f\u4e8b\u9879&#xff1a;INT8\u91cf\u5316\u9700\u4f7f\u7528\u771f\u5b9e\u4e1a\u52a1\u6570\u636e\u505a\u6821\u51c6\u96c6&#xff0c;\u901a\u7528\u6570\u636e\u96c6\u6821\u51c6\u53ef\u80fd\u5bfc\u81f4\u91d1\u878d\u573a\u666f\u7cbe\u5ea6\u4e0b\u964d<\/li>\n<\/ul>\n<h5>7. MindSpore Lite &#043; \u6607\u817eCANN<\/h5>\n<ul>\n<li>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/gitee.com\/mindspore \/ https:\/\/developer.huawei.com\/consumer\/cn\/cann<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u534e\u4e3a\u6607\u817e\u751f\u6001\u7684\u63a8\u7406\u6846\u67b6\u4e0e\u5e95\u5c42\u7b97\u5b50\u5e93\u3002MindSpore Lite\u9762\u5411\u8fb9\u7f18\u4fa7\u63a8\u7406&#xff08;\u6607\u817e310\/310P&#xff09;&#xff0c;CANN\u63d0\u4f9b\u5e95\u5c42\u7b97\u5b50\u8c03\u5ea6\u4e0e\u786c\u4ef6\u52a0\u901f\u63a5\u53e3\u3002\u652f\u6301ONNX\u6a21\u578b\u8f6c\u6362&#xff0c;\u63d0\u4f9bATC&#xff08;Ascend Tensor Compiler&#xff09;\u5de5\u5177\u5b8c\u6210\u6a21\u578b\u7f16\u8bd1\u4f18\u5316\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u63a8\u8350&#xff1a;\u4fe1\u521b\u73af\u5883\u4e0b\u91d1\u878d\u8fb9\u7f18\u63a8\u7406\u7684\u9996\u9009\u65b9\u6848\u3002\u6607\u817e310P\u5355\u5361\u53ef\u652f\u649116\u8def1080P YOLOv8n\u5b9e\u65f6\u63a8\u7406&#xff0c;\u6027\u4ef7\u6bd4\u8fdc\u8d85\u540c\u7ea7NVIDIA\u4ea7\u54c1\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;\u4fe1\u521b\u9002\u914d\u5de5\u7a0b\u5e08\u3001\u8fb9\u7f18\u8ba1\u7b97\u5de5\u7a0b\u5e08<\/li>\n<li>\u6ce8\u610f\u4e8b\u9879&#xff1a;\u7f16\u7a0b\u6a21\u578b\u4e0eCUDA\u5dee\u5f02\u8f83\u5927&#xff0c;\u81ea\u5b9a\u4e49\u7b97\u5b50\u9700\u4f7f\u7528ACL\u91cd\u65b0\u7f16\u5199&#xff0c;\u5efa\u8bae\u9884\u75592-3\u5468\u9002\u914d\u5468\u671f<\/li>\n<\/ul>\n<h5>8. PaddleOCR<\/h5>\n<ul>\n<li>\u9879\u76ee\u5730\u5740&#xff1a;https:\/\/github.com\/PaddlePaddle\/PaddleOCR<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u767e\u5ea6\u5f00\u6e90\u7684\u591a\u8bed\u8a00OCR\u5de5\u5177\u5e93&#xff0c;\u652f\u6301\u6587\u672c\u68c0\u6d4b\u3001\u8bc6\u522b\u3001\u65b9\u5411\u5206\u7c7b\u3001\u8868\u683c\u8bc6\u522b\u3001\u5173\u952e\u4fe1\u606f\u63d0\u53d6\u7b49\u5b8c\u6574\u94fe\u8def\u3002\u5185\u7f6e80&#043;\u8bed\u8a00\u6a21\u578b&#xff0c;\u63d0\u4f9b\u8f7b\u91cf\u7ea7&#xff08;&lt;10MB&#xff09;\u4e0e\u670d\u52a1\u7aef\u4e24\u79cd\u6a21\u578b\u89c4\u683c\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u63a8\u8350&#xff1a;\u91d1\u878d\u8425\u9500\u7269\u6599\u5408\u89c4\u5ba1\u67e5\u3001\u51ed\u8bc1\u4fe1\u606f\u63d0\u53d6\u3001\u8bc1\u4ef6OCR\u7b49\u573a\u666f\u4e2d&#xff0c;PaddleOCR\u662fYOLO\u68c0\u6d4b\u6587\u5b57\u533a\u57df\u540e\u7684\u6700\u4f73\u6587\u672c\u8bc6\u522b\u642d\u6863\u3002Apache 2.0\u8bb8\u53ef&#xff0c;\u5546\u7528\u53cb\u597d\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;NLP\u5de5\u7a0b\u5e08\u3001\u5168\u6808AI\u5de5\u7a0b\u5e08<\/li>\n<\/ul>\n<hr \/>\n<h4>&#x1f4cb; \u7b2c\u56db\u68af\u961f&#xff1a;\u5408\u89c4\u8ba4\u8bc1\u6307\u5357&#xff08;\u6309\u9700\u9605\u8bfb&#xff09;<\/h4>\n<h5>9. \u56fd\u5bb6\u91d1\u878d\u79d1\u6280\u6d4b\u8bc4\u4e2d\u5fc3\u300a\u91d1\u878dAI\u4ea7\u54c1\u5b89\u5168\u68c0\u6d4b\u8ba4\u8bc1\u5b9e\u65bd\u7ec6\u5219\u300b<\/h5>\n<ul>\n<li>\u53d1\u5e03\u673a\u5173&#xff1a;\u56fd\u5bb6\u91d1\u878d\u79d1\u6280\u6d4b\u8bc4\u4e2d\u5fc3&#xff08;\u94f6\u884c\u5361\u68c0\u6d4b\u4e2d\u5fc3&#xff09;<\/li>\n<li>\u4e3b\u8981\u5185\u5bb9&#xff1a;\u89c4\u5b9a\u4e86\u91d1\u878dAI\u4ea7\u54c1\u7533\u8bf7\u5b89\u5168\u68c0\u6d4b\u8ba4\u8bc1\u7684\u5177\u4f53\u6d41\u7a0b\u3001\u68c0\u6d4b\u9879\u76ee\u3001\u6280\u672f\u8981\u6c42\u548c\u8bc4\u7ea7\u6807\u51c6\u3002\u8986\u76d6\u6a21\u578b\u5b89\u5168\u6027&#xff08;\u5bf9\u6297\u653b\u51fb\u3001\u6570\u636e\u6295\u6bd2\u9632\u5fa1&#xff09;\u3001\u6570\u636e\u5b89\u5168\u6027&#xff08;\u9690\u79c1\u4fdd\u62a4\u3001\u6570\u636e\u6cc4\u9732\u68c0\u6d4b&#xff09;\u3001\u7cfb\u7edf\u5b89\u5168\u6027&#xff08;\u63a5\u53e3\u5b89\u5168\u3001\u6743\u9650\u63a7\u5236&#xff09;\u4e09\u5927\u7ef4\u5ea6\u3002\u63d0\u4f9b\u660e\u786e\u7684\u8bc4\u5206\u7ec6\u5219\u4e0e\u5408\u683c\u7ebf\u3002<\/li>\n<li>\u4e3a\u4ec0\u4e48\u5fc5\u8bfb&#xff1a;\u5982\u679c\u4f60\u7684YOLO\u4ea7\u54c1\u9700\u8981\u9762\u5411\u91d1\u878d\u673a\u6784\u9500\u552e&#xff0c;\u8fd9\u4efd\u6587\u4ef6\u5c31\u662f\u4f60\u7684\u4ea7\u54c1\u51c6\u5165\u8003\u8bd5\u5927\u7eb2\u3002\u63d0\u524d\u5bf9\u7167\u81ea\u68c0&#xff0c;\u53ef\u5927\u5e45\u7f29\u77ed\u8ba4\u8bc1\u5468\u671f\u3002<\/li>\n<li>\u9002\u7528\u4eba\u7fa4&#xff1a;AI\u4ea7\u54c1\u8d1f\u8d23\u4eba\u3001\u5408\u89c4\u8ba4\u8bc1\u4e13\u5458\u3001ToB\u6280\u672f\u4f9b\u5e94\u5546<\/li>\n<li>\u83b7\u53d6\u65b9\u5f0f&#xff1a;\u56fd\u5bb6\u91d1\u878d\u79d1\u6280\u6d4b\u8bc4\u4e2d\u5fc3\u5b98\u7f51 \u2192 \u8ba4\u8bc1\u670d\u52a1 \u2192 \u8d44\u6599\u4e0b\u8f7d<\/li>\n<\/ul>\n<hr \/>\n<h4>&#x1f4cc; \u9605\u8bfb\u8def\u5f84\u5efa\u8bae<\/h4>\n<p>  #mermaid-svg-RL0p3xC9uwUzX4Lb{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-RL0p3xC9uwUzX4Lb .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-RL0p3xC9uwUzX4Lb .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-RL0p3xC9uwUzX4Lb .error-icon{fill:#552222;}#mermaid-svg-RL0p3xC9uwUzX4Lb .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-RL0p3xC9uwUzX4Lb .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-RL0p3xC9uwUzX4Lb .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-RL0p3xC9uwUzX4Lb 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:root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f4e6; AI\u4ea7\u54c1\/\u5546\u52a1\u8d1f\u8d23\u4eba<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>8\u53f7\u6587\u5168\u6587<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>\u4fe1\u901a\u9662\u767d\u76ae\u4e66\u6848\u4f8b<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>AI\u5b89\u5168\u68c0\u6d4b\u8ba4\u8bc1\u7ec6\u5219<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"nodeLabel\"><\/p>\n<p>&#x1f468;\u200d&#x1f4bb; AI\u5de5\u7a0b\u5e08\/\u67b6\u6784\u5e08<\/p>\n<p><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>           <span class=\"edgeLabel\"><\/span><\/p>\n<p>       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class=\"nodeLabel\"><\/p>\n<p>AI\u5b89\u5168\u68c0\u6d4b\u8ba4\u8bc1\u7ec6\u5219<\/p>\n<p><\/span><\/p>\n<table>\n<tr>\u4f60\u7684\u89d2\u8272\u5fc5\u8bfb\u6750\u6599\u9009\u8bfb\u6750\u6599<\/tr>\n<tbody>\n<tr>\n<td align=\"left\">\u5408\u89c4\/\u98ce\u63a7\u8d1f\u8d23\u4eba<\/td>\n<td align=\"left\">8\u53f7\u6587\u3001\u6570\u636e\u5b89\u5168\u5206\u7ea7\u6307\u5357<\/td>\n<td align=\"left\">\u8ba4\u8bc1\u7ec6\u5219\u3001\u6280\u672f\u5e94\u7528\u89c4\u8303<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">AI\u5de5\u7a0b\u5e08\/\u67b6\u6784\u5e08<\/td>\n<td align=\"left\">\u6280\u672f\u5e94\u7528\u89c4\u8303\u3001\u4fe1\u901a\u9662\u767d\u76ae\u4e66<\/td>\n<td align=\"left\">TensorRT\/\u6607\u817e\u3001SAHI\u3001PaddleOCR<\/td>\n<\/tr>\n<tr>\n<td align=\"left\">AI\u4ea7\u54c1\/\u5546\u52a1\u8d1f\u8d23\u4eba<\/td>\n<td align=\"left\">8\u53f7\u6587\u3001\u8ba4\u8bc1\u7ec6\u5219<\/td>\n<td 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