{"id":109493,"date":"2026-09-24T09:18:17","date_gmt":"2026-09-24T01:18:17","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/109493.html"},"modified":"2026-09-24T09:18:17","modified_gmt":"2026-09-24T01:18:17","slug":"%e6%af%95%e8%ae%be%e5%88%86%e4%ba%ab-%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0yolo%e8%97%bb%e7%b1%bb%e7%bb%86%e8%83%9e%e6%a3%80%e6%b5%8b%e8%af%86%e5%88%ab%e7%a7%91%e7%a0%94%e8%be%85%e5%8a%a9%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/109493.html","title":{"rendered":"\u6bd5\u8bbe\u5206\u4eab \u6df1\u5ea6\u5b66\u4e60yolo\u85fb\u7c7b\u7ec6\u80de\u68c0\u6d4b\u8bc6\u522b(\u79d1\u7814\u8f85\u52a9\u7cfb\u7edf)\uff08\u6e90\u7801+\u8bba\u6587\uff09"},"content":{"rendered":"<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>0 \u524d\u8a00<\/li>\n<li>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/li>\n<li>2 \u8bfe\u9898\u80cc\u666f<\/li>\n<li>\n<ul>\n<li>2.1 \u6c34\u73af\u5883\u76d1\u6d4b\u7684\u91cd\u8981\u6027<\/li>\n<li>2.2 \u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/li>\n<li>2.3 \u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/li>\n<li>2.4 \u9879\u76ee\u7814\u7a76\u4ef7\u503c<\/li>\n<li>2.5 \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/li>\n<li>\n<ul>\n<li>2.5.1 \u56fd\u9645\u8fdb\u5c55<\/li>\n<li>2.5.2 \u56fd\u5185\u73b0\u72b6<\/li>\n<\/ul>\n<\/li>\n<li>2.6 \u6280\u672f\u6311\u6218<\/li>\n<\/ul>\n<\/li>\n<li>3 \u8bbe\u8ba1\u6846\u67b6<\/li>\n<li>\n<ul>\n<li>3.1 \u6574\u4f53\u67b6\u6784\u56fe<\/li>\n<li>3.2 \u6280\u672f\u6808\u7ec4\u6210<\/li>\n<li>3.3 \u6a21\u578b\u8bad\u7ec3\u6a21\u5757<\/li>\n<li>\n<ul>\n<li>3.3.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/li>\n<li>3.3.2 \u8bad\u7ec3\u53c2\u6570\u914d\u7f6e<\/li>\n<\/ul>\n<\/li>\n<li>3.4 UI\u4ea4\u4e92\u6a21\u5757<\/li>\n<li>\n<ul>\n<li>3.4.1 \u754c\u9762\u7ec4\u4ef6\u6811<\/li>\n<li>3.4.2 \u72b6\u6001\u7ba1\u7406\u903b\u8f91<\/li>\n<\/ul>\n<\/li>\n<li>3.5 \u5b9e\u65f6\u68c0\u6d4b\u6d41\u7a0b\u56fe<\/li>\n<li>3.6 \u56fe\u8868\u66f4\u65b0\u903b\u8f91<\/li>\n<li>3.7 \u591a\u7ebf\u7a0b\u67b6\u6784<\/li>\n<li>3.8 \u5185\u5b58\u7ba1\u7406\u7b56\u7565<\/li>\n<li>3.9 \u6570\u636e\u5bfc\u51fa\u683c\u5f0f<\/li>\n<\/ul>\n<\/li>\n<li>4 \u6700\u540e<\/li>\n<\/ul>\n<h2>0 \u524d\u8a00<\/h2>\n<p>&#x1f525;\u8fd9\u4e24\u5e74\u5f00\u59cb\u6bd5\u4e1a\u8bbe\u8ba1\u548c\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42\u548c\u96be\u5ea6\u4e0d\u65ad\u63d0\u5347&#xff0c;\u4f20\u7edf\u7684\u6bd5\u8bbe\u9898\u76ee\u7f3a\u5c11\u521b\u65b0\u548c\u4eae\u70b9&#xff0c;\u5f80\u5f80\u8fbe\u4e0d\u5230\u6bd5\u4e1a\u7b54\u8fa9\u7684\u8981\u6c42&#xff0c;\u8fd9\u4e24\u5e74\u4e0d\u65ad\u6709\u5b66\u5f1f\u5b66\u59b9\u544a\u8bc9\u5b66\u957f\u81ea\u5df1\u505a\u7684\u9879\u76ee\u7cfb\u7edf\u8fbe\u4e0d\u5230\u8001\u5e08\u7684\u8981\u6c42\u3002\u5e76\u4e14\u5f88\u96be\u627e\u5230\u5b8c\u6574\u7684\u6bd5\u8bbe\u53c2\u8003\u5b66\u4e60\u8d44\u6599\u3002<\/p>\n<p>\u4e3a\u4e86\u5927\u5bb6\u80fd\u591f\u987a\u5229\u4ee5\u53ca\u6700\u5c11\u7684\u7cbe\u529b\u901a\u8fc7\u6bd5\u8bbe&#xff0c;\u5b66\u957f\u5206\u4eab\u4f18\u8d28\u6bd5\u4e1a\u8bbe\u8ba1\u9879\u76ee\u63d0\u4f9b\u5927\u5bb6\u53c2\u8003\u5b66\u4e60&#xff0c;\u4eca\u5929\u8981\u5206\u4eab\u7684\u662f<\/p>\n<p>&#x1f6a9; \u6bd5\u4e1a\u8bbe\u8ba1 \u6df1\u5ea6\u5b66\u4e60yolo\u85fb\u7c7b\u7ec6\u80de\u68c0\u6d4b\u8bc6\u522b(\u79d1\u7814\u8f85\u52a9\u7cfb\u7edf)&#xff08;\u6e90\u7801&#043;\u8bba\u6587&#xff09;<\/p>\n<p>&#x1f947;\u5b66\u957f\u8fd9\u91cc\u7ed9\u4e00\u4e2a\u9898\u76ee\u7efc\u5408\u8bc4\u5206(\u6bcf\u9879\u6ee1\u52065\u5206)<\/p>\n<p>\u96be\u5ea6\u7cfb\u6570&#xff1a;3\u5206 \u5de5\u4f5c\u91cf&#xff1a;4\u5206 \u521b\u65b0\u70b9&#xff1a;5\u5206<\/p>\n<p>&#x1f9ff;\u9879\u76ee\u5206\u4eab&#xff1a;\u89c1\u4e3b\u9875\u4efb\u610f\u7f6e\u9876\u6587\u7ae0<\/p>\n<h2>1 \u9879\u76ee\u8fd0\u884c\u6548\u679c<\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011812-6ab47a5471b95.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011813-6ab47a5512f52.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011813-6ab47a5594902.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011814-6ab47a561fd88.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011814-6ab47a569e16f.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011815-6ab47a570e1d1.jpg\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/> <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260924011816-6ab47a5827f6c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>2 \u8bfe\u9898\u80cc\u666f<\/h2>\n<h3>2.1 \u6c34\u73af\u5883\u76d1\u6d4b\u7684\u91cd\u8981\u6027<\/h3>\n<p>\u968f\u7740\u5168\u7403\u6c34\u8d44\u6e90\u6c61\u67d3\u95ee\u9898\u65e5\u76ca\u4e25\u91cd&#xff0c;\u6c34\u73af\u5883\u76d1\u6d4b\u5df2\u6210\u4e3a\u73af\u5883\u4fdd\u62a4\u9886\u57df\u7684\u6838\u5fc3\u4efb\u52a1\u3002\u85fb\u7c7b\u4f5c\u4e3a\u6c34\u751f\u6001\u7cfb\u7edf\u4e2d\u7684\u521d\u7ea7\u751f\u4ea7\u8005&#xff0c;\u5176\u79cd\u7fa4\u7ed3\u6784\u548c\u6570\u91cf\u53d8\u5316\u76f4\u63a5\u53cd\u6620\u6c34\u4f53\u8425\u517b\u72b6\u6001\u548c\u6c61\u67d3\u7a0b\u5ea6\u3002\u6839\u636e\u4e16\u754c\u536b\u751f\u7ec4\u7ec7\u7edf\u8ba1&#xff0c;\u5168\u7403\u7ea640%\u7684\u996e\u7528\u6c34\u6e90\u53d7\u5230\u85fb\u7c7b\u8fc7\u5ea6\u7e41\u6b96\u7684\u5a01\u80c1&#xff0c;\u5176\u4e2d\u84dd\u85fb\u6c34\u534e\u4ea7\u751f\u7684\u5fae\u56ca\u85fb\u6bd2\u7d20\u66f4\u88ab\u5217\u4e3a2B\u7c7b\u81f4\u764c\u7269\u3002\u6211\u56fd\u751f\u6001\u73af\u5883\u90e8\u53d1\u5e03\u7684\u300a2022\u5e74\u4e2d\u56fd\u6d77\u6d0b\u73af\u5883\u72b6\u51b5\u516c\u62a5\u300b\u663e\u793a&#xff0c;\u8fd1\u6d77\u85fb\u534e\u53d1\u751f\u9891\u6b21\u8f83\u5341\u5e74\u524d\u589e\u957f67%&#xff0c;\u51f8\u663e\u85fb\u7c7b\u76d1\u6d4b\u7684\u7d27\u8feb\u6027\u3002<\/p>\n<h3>2.2 \u4f20\u7edf\u68c0\u6d4b\u65b9\u6cd5\u7684\u5c40\u9650\u6027<\/h3>\n<p>\u5f53\u524d\u85fb\u7c7b\u76d1\u6d4b\u4e3b\u8981\u4f9d\u8d56\u4eba\u5de5\u663e\u5fae\u955c\u68c0\u6d4b&#xff0c;\u5b58\u5728\u4e09\u5927\u6280\u672f\u74f6\u9888&#xff1a;<\/p>\n<li>\u6548\u7387\u4f4e\u4e0b&#xff1a;\u5355\u6837\u672c\u68c0\u6d4b\u970030-50\u5206\u949f&#xff0c;\u534e\u4e1c\u73af\u5883\u76d1\u6d4b\u4e2d\u5fc3\u6570\u636e\u663e\u793a&#xff0c;\u6280\u672f\u4eba\u5458\u65e5\u5747\u4ec5\u80fd\u5b8c\u62108-10\u4e2a\u6837\u54c1\u7684\u5b8c\u6574\u5206\u6790&#xff0c;\u96be\u4ee5\u6ee1\u8db3\u5927\u89c4\u6a21\u76d1\u6d4b\u9700\u6c42\u3002<\/li>\n<li>\u4e3b\u89c2\u6027\u5f3a&#xff1a;\u4e0d\u540c\u64cd\u4f5c\u8005\u5bf9\u85fb\u7c7b\u5f62\u6001\u7279\u5f81\u7684\u5224\u65ad\u5dee\u5f02\u53ef\u8fbe20%-30%&#xff0c;\u7f8e\u56fdEPA\u7814\u7a76\u62a5\u544a\u6307\u51fa&#xff0c;\u4eba\u5de5\u5206\u7c7b\u7684\u7ec4\u5185\u53d8\u5f02\u7cfb\u6570(CV)\u9ad8\u8fbe35%\u3002<\/li>\n<li>\u6807\u51c6\u5316\u56f0\u96be&#xff1a;\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u4e13\u5bb6\u7ecf\u9a8c&#xff0c;\u53d1\u5c55\u4e2d\u56fd\u5bb6\u76d1\u6d4b\u673a\u6784\u95f4\u6570\u636e\u53ef\u6bd4\u6027\u4e0d\u8db3&#xff0c;\u5168\u7403\u85fb\u7c7b\u76d1\u6d4b\u7f51\u7edc(GMN)\u8bc4\u4f30\u663e\u793a\u5b9e\u9a8c\u5ba4\u95f4\u504f\u5dee\u8d85\u8fc740%\u3002<\/li>\n<h3>2.3 \u6280\u672f\u53d1\u5c55\u8d8b\u52bf<\/h3>\n<p>\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\u4e3a\u85fb\u7c7b\u68c0\u6d4b\u5e26\u6765\u65b0\u673a\u9047&#xff1a;<\/p>\n<ul>\n<li>\u673a\u5668\u5b66\u4e60\u9636\u6bb5&#xff1a;2010-2015\u5e74\u4e3b\u8981\u91c7\u7528SVM\u7b49\u4f20\u7edf\u7b97\u6cd5&#xff0c;\u4e2d\u79d1\u9662\u6c34\u751f\u6240\u5f00\u53d1\u7684CellCounter\u7cfb\u7edf\u5bf9\u5355\u7ec6\u80de\u85fb\u7c7b\u8bc6\u522b\u51c6\u786e\u7387\u8fbe82%&#xff0c;\u4f46\u7279\u5f81\u5de5\u7a0b\u4f9d\u8d56\u4eba\u5de5\u8bbe\u8ba1\u3002<\/li>\n<li>\u6df1\u5ea6\u5b66\u4e60\u7a81\u7834&#xff1a;2016\u5e74\u540eCNN\u67b6\u6784\u663e\u8457\u63d0\u5347\u6027\u80fd&#xff0c;MIT\u56e2\u961f\u91c7\u7528ResNet50\u5728PhytoImage\u6570\u636e\u96c6\u4e0a\u5b9e\u73b089%\u5206\u7c7b\u51c6\u786e\u7387\u3002<\/li>\n<li>\u5b9e\u65f6\u68c0\u6d4b\u9700\u6c42&#xff1a;YOLO\u7b49\u5355\u9636\u6bb5\u68c0\u6d4b\u5668\u66f4\u9002\u5408\u52a8\u6001\u76d1\u6d4b&#xff0c;\u8377\u5170Deltares\u7814\u7a76\u6240\u5c06YOLOv5\u5e94\u7528\u4e8e\u6d6e\u6e38\u690d\u7269\u76d1\u6d4b&#xff0c;\u5e27\u5904\u7406\u901f\u5ea6\u63d0\u5347\u81f323FPS\u3002<\/li>\n<\/ul>\n<h3>2.4 \u9879\u76ee\u7814\u7a76\u4ef7\u503c<\/h3>\n<p>\u672c\u7cfb\u7edf\u7684\u521b\u65b0\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u7ef4\u5ea6&#xff1a;<\/p>\n<li>\n<p>\u6280\u672f\u521b\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u9996\u6b21\u5c06YOLOv8\u5e94\u7528\u4e8e\u6de1\u6c34\u85fb\u7c7b\u68c0\u6d4b<\/li>\n<li>\u5f00\u53d1\u8f7b\u91cf\u5316\u6a21\u578b\u9002\u914d\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907<\/li>\n<li>\u521b\u65b0\u6027\u878d\u5408\u5f62\u6001\u5b66\u7279\u5f81\u4e0e\u6df1\u5ea6\u7279\u5f81<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u5e94\u7528\u521b\u65b0&#xff1a;<\/p>\n<ul>\n<li>\u652f\u6301\u663e\u5fae\u955c\/\u6c34\u4e0b\u76f8\u673a\/\u65e0\u4eba\u673a\u591a\u6e90\u6570\u636e<\/li>\n<li>\u5b9e\u73b0\u4ece\u5b9e\u9a8c\u5ba4\u5206\u6790\u5230\u539f\u4f4d\u76d1\u6d4b\u7684\u8de8\u8d8a<\/li>\n<li>\u6784\u5efa\u6807\u51c6\u5316\u85fb\u7c7b\u6570\u636e\u5e93&#xff08;\u8ba1\u5212\u6536\u5f55200&#043;\u7269\u79cd&#xff09;<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u793e\u4f1a\u6548\u76ca&#xff1a;<\/p>\n<ul>\n<li>\u4f7f\u5355\u6837\u68c0\u6d4b\u65f6\u95f4\u7f29\u77ed\u81f33\u5206\u949f\u4ee5\u5185<\/li>\n<li>\u9884\u8ba1\u964d\u4f4e\u76d1\u6d4b\u6210\u672c60%\u4ee5\u4e0a<\/li>\n<li>\u4e3a\u84dd\u85fb\u6c34\u534e\u65e9\u671f\u9884\u8b66\u63d0\u4f9b\u6280\u672f\u652f\u6491<\/li>\n<\/ul>\n<\/li>\n<h3>2.5 \u56fd\u5185\u5916\u7814\u7a76\u73b0\u72b6<\/h3>\n<h4>2.5.1 \u56fd\u9645\u8fdb\u5c55<\/h4>\n<ul>\n<li>\u7f8e\u56fdEPA\u5f00\u53d1PhytoVision\u7cfb\u7edf&#xff08;\u57fa\u4e8eMask R-CNN&#xff09;<\/li>\n<li>\u6b27\u76dfH2020\u9879\u76eeAI4Water\u5b9e\u73b0\u591a\u53c2\u6570\u8054\u5408\u76d1\u6d4b<\/li>\n<li>\u65e5\u672c\u4e1c\u4eac\u5927\u5b66\u85fb\u7c7b\u81ea\u52a8\u8bc6\u522b\u88c5\u7f6e\u83b72022\u5e74\u56fd\u9645\u6c34\u5c55\u91d1\u5956<\/li>\n<\/ul>\n<h4>2.5.2 \u56fd\u5185\u73b0\u72b6<\/h4>\n<ul>\n<li>\u4e2d\u79d1\u9662\u592a\u6e56\u7ad9\u5efa\u7acb\u85fb\u7c7b\u56fe\u50cf\u6570\u636e\u5e93&#xff08;\u542b150\u79cd&#xff09;<\/li>\n<li>\u4e2d\u56fd\u73af\u79d1\u9662\u53d1\u5e03\u300a\u85fb\u7c7b\u667a\u80fd\u76d1\u6d4b\u6280\u672f\u6307\u5357\u300b&#xff08;\u8bd5\u884c&#xff09;<\/li>\n<li>\u534e\u4e3a\u4e91\u4e0e\u73e0\u6c5f\u6240\u5408\u4f5c\u5f00\u53d1AI\u8bc6\u522b\u6a21\u578b&#xff08;\u51c6\u786e\u738791.2%&#xff09;<\/li>\n<\/ul>\n<h3>2.6 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.flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-6MbQ4ayH3x6QienP rect.text{fill:none;stroke-width:0;}#mermaid-svg-6MbQ4ayH3x6QienP .icon-shape,#mermaid-svg-6MbQ4ayH3x6QienP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-6MbQ4ayH3x6QienP .icon-shape p,#mermaid-svg-6MbQ4ayH3x6QienP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-6MbQ4ayH3x6QienP .icon-shape .label rect,#mermaid-svg-6MbQ4ayH3x6QienP .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-6MbQ4ayH3x6QienP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-6MbQ4ayH3x6QienP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-6MbQ4ayH3x6QienP :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/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=\"nodeLabel\"><\/p>\n<p>\u85fb\u7c7b\u56fe\u50cf\u6570\u636e<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>YOLOv8\u6a21\u578b\u8bad\u7ec3<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u68c0\u6d4b\u6a21\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>PyQt5\u754c\u9762<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u7ed3\u679c\u53ef\u89c6\u5316<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"nodeLabel\"><\/p>\n<p>\u6570\u636e\u7edf\u8ba1\u56fe\u8868<\/p>\n<p><\/span><\/p>\n<h3>3.2 \u6280\u672f\u6808\u7ec4\u6210<\/h3>\n<ul>\n<li>\u6838\u5fc3\u7b97\u6cd5&#xff1a;YOLOv8s (\u8f7b\u91cf\u5316\u7248\u672c)<\/li>\n<li>\u754c\u9762\u6846\u67b6&#xff1a;PyQt5 (Python 3.9)<\/li>\n<li>\u56fe\u50cf\u5904\u7406&#xff1a;OpenCV 4.5<\/li>\n<li>\u6570\u636e\u53ef\u89c6\u5316&#xff1a;Matplotlib 3.6<\/li>\n<li>\u786c\u4ef6\u52a0\u901f&#xff1a;CUDA 11.7 (NVIDIA GTX 1660)<\/li>\n<\/ul>\n<h3>3.3 \u6a21\u578b\u8bad\u7ec3\u6a21\u5757<\/h3>\n<h4>3.3.1 \u6570\u636e\u5904\u7406\u6d41\u7a0b<\/h4>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801&#xff1a;\u6570\u636e\u9884\u5904\u7406<\/span><br \/>\n<span class=\"token keyword\">for<\/span> image<span class=\"token punctuation\">,<\/span> label <span class=\"token keyword\">in<\/span> dataset<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token comment\"># \u6570\u636e\u589e\u5f3a<\/span><br \/>\n    image <span class=\"token operator\">&#061;<\/span> random_perspective<span class=\"token punctuation\">(<\/span>image<span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u968f\u673a\u900f\u89c6\u53d8\u6362<\/span><br \/>\n    image <span class=\"token operator\">&#061;<\/span> mosaic_augment<span class=\"token punctuation\">(<\/span>images<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span>image<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># Mosaic\u589e\u5f3a<\/span><\/p>\n<p>    <span class=\"token comment\"># \u5f52\u4e00\u5316<\/span><br \/>\n    image <span class=\"token operator\">&#061;<\/span> image <span class=\"token operator\">\/<\/span> <span class=\"token number\">255.0<\/span><br \/>\n    label <span class=\"token operator\">&#061;<\/span> convert_to_yolo_format<span class=\"token punctuation\">(<\/span>label<span class=\"token punctuation\">)<\/span><\/p>\n<h4>3.3.2 \u8bad\u7ec3\u53c2\u6570\u914d\u7f6e<\/h4>\n<p><span class=\"token comment\"># yolov8s.yaml<\/span><br \/>\n<span class=\"token key atrule\">train<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">epochs<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">100<\/span><br \/>\n  <span class=\"token key atrule\">batch<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">16<\/span><br \/>\n  <span class=\"token key atrule\">lr0<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.01<\/span><br \/>\n  <span class=\"token key atrule\">augment<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token boolean important\">True<\/span>  <span class=\"token comment\"># \u542f\u7528\u81ea\u52a8\u589e\u5f3a<\/span><br \/>\n<span class=\"token key atrule\">val<\/span><span class=\"token punctuation\">:<\/span><br \/>\n  <span class=\"token key atrule\">split_ratio<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">0.2<\/span><\/p>\n<h3>3.4 UI\u4ea4\u4e92\u6a21\u5757<\/h3>\n<h4>3.4.1 \u754c\u9762\u7ec4\u4ef6\u6811<\/h4>\n<p>MainWindow<br \/>\n\u251c\u2500\u2500 VideoDisplay (QLabel)<br \/>\n\u251c\u2500\u2500 ControlPanel (QGroupBox)<br \/>\n\u2502   \u251c\u2500\u2500 ModelSelect (QComboBox)<br \/>\n\u2502   \u251c\u2500\u2500 SourceSwitch (QButtonGroup)<br \/>\n\u2502   \u2514\u2500\u2500 StatsToggle (QCheckBox)<br \/>\n\u2514\u2500\u2500 ChartArea (QGraphicsView)<\/p>\n<h4>3.4.2 \u72b6\u6001\u7ba1\u7406\u903b\u8f91<\/h4>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801&#xff1a;\u89c6\u9891\u6d41\u5904\u7406<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">VideoThread<\/span><span class=\"token punctuation\">(<\/span>QThread<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">while<\/span> capturing<span class=\"token punctuation\">:<\/span><br \/>\n            frame <span class=\"token operator\">&#061;<\/span> capture_frame<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n            results <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>predict<span class=\"token punctuation\">(<\/span>frame<span class=\"token punctuation\">)<\/span><br \/>\n            emit<span class=\"token punctuation\">:<\/span><br \/>\n                <span class=\"token operator\">&#8211;<\/span> \u68c0\u6d4b\u6846\u56fe\u5c42<br \/>\n                <span class=\"token operator\">&#8211;<\/span> \u5206\u7c7b\u7edf\u8ba1\u5b57\u5178<br \/>\n                <span class=\"token operator\">&#8211;<\/span> FPS\u6027\u80fd\u6570\u636e<\/p>\n<h3>3.5 \u5b9e\u65f6\u68c0\u6d4b\u6d41\u7a0b\u56fe<\/h3>\n<p>     UI<\/p>\n<p>     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:root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}<\/p>\n<p>    loop<\/p>\n<p>     [\u6bcf30\u5e27]<\/p>\n<p>   \u89c6\u9891\u5e27\u8f93\u5165<\/p>\n<p>   JSON\u683c\u5f0f\u7ed3\u679c<\/p>\n<p>   \u66f4\u65b0\u68c0\u6d4b\u6846<\/p>\n<p>   \u5237\u65b0\u67f1\u72b6\u56fe<\/p>\n<p>   \u8bf7\u6c42\u6027\u80fd\u62a5\u544a<\/p>\n<h3>3.6 \u56fe\u8868\u66f4\u65b0\u903b\u8f91<\/h3>\n<p><span class=\"token comment\"># \u4f2a\u4ee3\u7801&#xff1a;\u52a8\u6001\u67f1\u72b6\u56fe<\/span><br \/>\n<span class=\"token keyword\">def<\/span> <span class=\"token function\">update_chart<\/span><span class=\"token punctuation\">(<\/span>count_dict<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    ax<span class=\"token punctuation\">.<\/span>clear<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    classes <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span>count_dict<span class=\"token punctuation\">.<\/span>keys<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    counts <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">list<\/span><span class=\"token punctuation\">(<\/span>count_dict<span class=\"token punctuation\">.<\/span>values<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    bars <span class=\"token operator\">&#061;<\/span> ax<span class=\"token punctuation\">.<\/span>bar<span class=\"token punctuation\">(<\/span>classes<span class=\"token punctuation\">,<\/span> counts<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u8bbe\u7f6e\u989c\u8272\u6620\u5c04<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> bar<span 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