{"id":4016,"date":"2025-11-24T15:27:19","date_gmt":"2025-11-24T07:27:19","guid":{"rendered":"https:\/\/www.leexinghai.com\/aic\/?p=4016"},"modified":"2025-11-24T15:31:38","modified_gmt":"2025-11-24T07:31:38","slug":"h51125zy1","status":"publish","type":"post","link":"https:\/\/www.leexinghai.com\/aic\/h51125zy1\/","title":{"rendered":"H51125-\u300a\u519c\u4e1a\u4fe1\u606f\u6280\u672f\u300b\u4f5c\u4e1a1"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-text-align-center\">\u4f5c\u4e1a\u5185\u5bb9<\/h2>\n\n\n\n<p>\u8461\u8404\u4ea7\u4e1a\u7ecf\u8fc7\u591a\u5e74\u53d1\u5c55\u6210\u4e3a\u6d66\u6c5f\u519c\u4e1a\u4e2d\u5f71\u54cd\u9762\u6700\u5e7f\u3001\u6548\u76ca\u6700\u597d\u7684\u4e00\u5927\u4ea7\u4e1a\u3002\u6d66\u6c5f\u79cd\u690d\u8461\u8404\u5386\u53f2\u60a0\u4e45\uff0c\u8ddd\u4eca\u5df2\u6709500\u4f59\u5e74\u5386\u53f2\u3002\u73b0\u4ee3\u79cd\u690d\u59cb\u4e8e1985\u5e74\uff0c\u7ecf\u8fc730\u591a\u5e74\u7684\u683d\u57f9\u6478\u7d22\u548c\u65b0\u6280\u672f\u63a8\u5e7f\uff0c\u5168\u53bf\u5df2\u5f62\u6210\u4ee5\u5de8\u5cf0\u4e3a\u4e3b\uff0c\u8f85\u4ee5\u9633\u5149\u73ab\u7470\u3001\u590f\u9ed1\u3001\u5929\u5de5\u58a8\u7389\u3001\u6d6a\u6f2b\u7ea2\u989c\u3001\u7ea2\u5b9d\u77f3\u7b4930\u591a\u4e2a\u4f18\u8d28\u8461\u8404\u54c1\u79cd\u7684\u8461\u8404\u4ea7\u4e1a\u3002\u8461\u8404\u79cd\u690d\u9762\u79ef\u5df2\u8fbe6.9\u4e07\u4ea9\uff0c\u5e74\u4ea7\u91cf12.5\u4e07\u5428\uff0c\u5e74\u4ea7\u503c11.4\u4ebf\u5143\uff0c\u6d89\u53ca\u519c\u62375\u4e07\u591a\u4eba\uff0c\u4f4d\u5c45\u6d66\u6c5f\u519c\u4e1a\u4ea7\u4e1a\u4e4b\u9996\u3002\u8bf7\u8bbe\u8ba1\u4e00\u6b3e\u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u7684\u8461\u8404\u679c\u7a57\u8bc6\u522b\u53ca\u6210\u719f\u5ea6\u8bc4\u4f30\u7cfb\u7edf\u3002\u8be5\u7cfb\u7edf\u80fd\u591f\u901a\u8fc7\u56fe\u50cf\u6216\u89c6\u9891\u8bc6\u522b\u8461\u8404\u4e32\uff0c\u5e76\u5bf9\u6210\u719f\u5ea6\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">\u53c2\u8003\u6b65\u9aa4<\/h2>\n\n\n\n<p>\u8bbe\u8ba1\u8fd9\u6837\u4e00\u4e2aAI\u7cfb\u7edf\u9700\u8981\u7efc\u5408\u8003\u8651\u8ba1\u7b97\u673a\u89c6\u89c9\u7b97\u6cd5\u3001\u6570\u636e\u7279\u5f81\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\u73af\u5883\u3002<\/p>\n\n\n\n<p>\u7cfb\u7edf\u8bbe\u8ba1\u6d41\u7a0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u7b97\u6cd5\u4e0e\u6a21\u578b\u67b6\u6784 \ud83e\udde0<\/strong> \u5c06\u63a2\u8ba8\u9009\u62e9\u54ea\u79cd\u8ba1\u7b97\u673a\u89c6\u89c9\u4efb\u52a1\u6700\u5408\u9002\uff08\u4f8b\u5982\uff1a\u662f\u4e3b\u8981\u4f9d\u9760<strong>\u76ee\u6807\u68c0\u6d4b<\/strong>\u6765\u5b9a\u4f4d\u679c\u7a57\uff0c\u8fd8\u662f\u9700\u8981<strong>\u5b9e\u4f8b\u5206\u5272<\/strong>\u6765\u7cbe\u786e\u5206\u6790\u679c\u7c92\u989c\u8272\uff1f\uff09\uff0c\u4ee5\u53ca\u5982\u4f55\u5904\u7406\u4e0d\u540c\u54c1\u79cd\u95f4\u7684\u5dee\u5f02\u3002<\/li>\n\n\n\n<li><strong>\u6570\u636e\u91c7\u96c6\u4e0e\u6210\u719f\u5ea6\u6807\u51c6 \ud83d\udcca<\/strong> \u7b97\u6cd5\u7684\u6548\u679c\u53d6\u51b3\u4e8e\u6570\u636e\u3002\u53ef\u4ee5\u8ba8\u8bba\u5982\u4f55\u83b7\u53d6\u9ad8\u8d28\u91cf\u7684\u56fe\u50cf\u6570\u636e\uff0c\u4ee5\u53ca\u5982\u4f55\u5c06\u519c\u4e1a\u4e0a\u7684\u201c\u6210\u719f\u5ea6\u201d\uff08\u7cd6\u5ea6\u3001\u8272\u6cfd\uff09\u8f6c\u5316\u4e3a\u8ba1\u7b97\u673a\u80fd\u7406\u89e3\u7684\u6807\u7b7e\u6216\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7edf\u90e8\u7f72\u4e0e\u5e94\u7528\u573a\u666f \ud83d\ude9c<\/strong> \u4ece\u843d\u5730\u89d2\u5ea6\u51fa\u53d1\uff0c\u8ba8\u8bba\u662f\u5c06\u7b97\u6cd5\u90e8\u7f72\u5728\u4e91\u7aef\uff08\u901a\u8fc7\u624b\u673aApp\u4e0a\u4f20\u8bc6\u522b\uff09\uff0c\u8fd8\u662f\u90e8\u7f72\u5728\u8fb9\u7f18\u7aef\uff08\u5982\u81ea\u52a8\u91c7\u6458\u673a\u5668\u4eba\u6216\u65e0\u4eba\u673a\uff09\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u5904\u7406\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\"><strong>\u6838\u5fc3\u7b97\u6cd5\u4e0e\u6a21\u578b\u67b6\u6784 \ud83e\udde0<\/strong><\/h2>\n\n\n\n<p>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\uff08Computer Vision\uff09\u9886\u57df\uff0c\u9488\u5bf9\u8461\u8404\u8fd9\u79cd\u679c\u5b9e\uff0c\u6211\u4eec\u4e3b\u8981\u9762\u4e34\u4e24\u4e2a\u6280\u672f\u8def\u7ebf\u7684\u9009\u62e9\u3002\u4e3a\u4e86\u505a\u51fa\u6700\u597d\u7684\u67b6\u6784\u51b3\u7b56\uff0c\u6211\u4eec\u9700\u8981\u5148\u5398\u6e05\u5b83\u4eec\u5728\u201c\u6210\u719f\u5ea6\u8bc4\u4f30\u201d\u4e0a\u7684\u533a\u522b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u76ee\u6807\u68c0\u6d4b (Object Detection) \ud83d\udce6<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong> \u7ed9\u6bcf\u4e32\u8461\u8404\u753b\u4e00\u4e2a\u77e9\u5f62\u6846\uff08Bounding Box\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u8868\u6a21\u578b\uff1a<\/strong> YOLO \u7cfb\u5217 (v5\/v8\/v10), SSD, Faster R-CNN\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u52bf\uff1a<\/strong> \u901f\u5ea6\u6781\u5feb\uff0c\u9002\u5408\u5b9e\u65f6\u8ba1\u6570\uff08\u6bd4\u5982\u7edf\u8ba1\u4e00\u4ea9\u5730\u6709\u591a\u5c11\u4e32\u8461\u8404\uff09\u3002<\/li>\n\n\n\n<li><strong>\u52a3\u52bf\uff1a<\/strong> \u77e9\u5f62\u6846\u91cc\u4e0d\u4ec5\u6709\u8461\u8404\uff0c\u8fd8\u5305\u542b\u4e86\u80cc\u666f\uff08\u7eff\u53f6\u3001\u6811\u679d\u3001\u751a\u81f3\u5929\u7a7a\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5b9e\u4f8b\u5206\u5272 (Instance Segmentation) \u2702\ufe0f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8f93\u51fa\u7ed3\u679c\uff1a<\/strong> \u6cbf\u7740\u8461\u8404\u4e32\u7684\u8fb9\u7f18\uff0c\u7cbe\u786e\u5730\u628a\u6bcf\u4e00\u4e2a\u50cf\u7d20\u62a0\u51fa\u6765\uff08Mask\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u8868\u6a21\u578b\uff1a<\/strong> Mask R-CNN, YOLACT, SegFormer\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u52bf\uff1a<\/strong> \u53ef\u4ee5\u5b8c\u5168\u5254\u9664\u80cc\u666f\uff0c\u53ea\u4fdd\u7559\u679c\u5b9e\u533a\u57df\u3002\u751a\u81f3\u53ef\u4ee5\u8fdb\u4e00\u6b65\u5206\u5272\u6bcf\u4e00\u7c92\u8461\u8404\uff08Berry-level segmentation\uff09\u3002<\/li>\n\n\n\n<li><strong>\u52a3\u52bf\uff1a<\/strong> \u8ba1\u7b97\u91cf\u5927\uff0c\u5bf9\u786c\u4ef6\u8981\u6c42\u6bd4\u76ee\u6807\u68c0\u6d4b\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u7684\u601d\u8003\u9898\uff0c\u8fd9\u5c06\u51b3\u5b9a\u6211\u4eec\u6a21\u578b\u9009\u578b\u7684\u65b9\u5411\uff1a<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u7684\u76ee\u6807\u4ec5\u4ec5\u662f\u201c\u6570\u8461\u8404\u201d<strong>\uff08\u7edf\u8ba1\u4ea7\u91cf\uff09\uff0c\u7528\u76ee\u6807\u68c0\u6d4b\uff08\u753b\u6846\uff09\u5c31\u591f\u4e86\u3002\u4f46\u6211\u4eec\u7684\u7cfb\u7edf\u9700\u8981\u8bc4\u4f30<\/strong>\u201c\u6210\u719f\u5ea6\u201d\uff08\u901a\u5e38\u4f9d\u8d56\u679c\u76ae\u989c\u8272\u7684\u6df1\u6d45\u3001\u7ea2\u7d2b\u7a0b\u5ea6\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83e\udd14 <strong>\u8bd5\u60f3\u4e00\u4e0b\uff1a<\/strong> \u5982\u679c\u6211\u4eec\u4f7f\u7528<strong>\u76ee\u6807\u68c0\u6d4b<\/strong>\uff08\u753b\u4e2a\u77e9\u5f62\u6846\uff09\uff0c\u6846\u91cc\u9664\u4e86\u7d2b\u8272\u7684\u8461\u8404\uff0c\u8fd8\u6df7\u8fdb\u53bb\u4e86\u4e00\u7247<strong>\u7eff\u8272\u7684\u53f6\u5b50<\/strong>\u3002\u5f53\u6211\u4eec\u8ba9\u8ba1\u7b97\u673a\u8ba1\u7b97\u8fd9\u4e2a\u6846\u5185\u7684\u201c\u5e73\u5747\u989c\u8272\u201d\u6765\u5224\u65ad\u6210\u719f\u5ea6\u65f6\uff0c\u4f1a\u53d1\u751f\u4ec0\u4e48\u95ee\u9898\uff1f\n<ul class=\"wp-block-list\">\n<li>\u53f6\u5b50\u7684\u7eff\u8272\u5f71\u54cd\u4e86\u8461\u8404\u6210\u719f\u5ea6\u7684\u5224\u65ad<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\uff0c\u8fd9\u79cd\u5e72\u6270\u88ab\u79f0\u4e3a<strong>\u80cc\u666f\u566a\u58f0\uff08Background Noise\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u53ea\u7528\u65b9\u6846\u6846\u4f4f\u8461\u8404\uff0c\u7b97\u6cd5\u8ba1\u7b97\u989c\u8272\u65f6\u5c31\u4f1a\u53d1\u751f\u201c\u6df7\u5408\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udfe3 <strong>\u8461\u8404\u7684\u7d2b\u8272\u50cf\u7d20<\/strong> + \ud83d\udfe2 <strong>\u53f6\u5b50\u7684\u7eff\u8272\u50cf\u7d20<\/strong> = \ud83d\udfe4 <strong>\u65e0\u6cd5\u8bc6\u522b\u7684\u6d51\u6d4a\u989c\u8272<\/strong><\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u79cd\u6df7\u5408\u4f1a\u5bfc\u81f4\u7cfb\u7edf\u8bef\u5224\uff0c\u6bd4\u5982\u628a\u539f\u672c\u6210\u719f\u7684\u8461\u8404\u5224\u5b9a\u4e3a\u201c\u534a\u719f\u201d\u751a\u81f3\u201c\u672a\u719f\u201d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u6b65\u7ed3\u8bba\uff1a\u67b6\u6784\u9009\u578b \u2705<\/h3>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u7684\u6838\u5fc3\u67b6\u6784\u5fc5\u987b\u91c7\u7528 <strong>\u5b9e\u4f8b\u5206\u5272\uff08Instance Segmentation\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u9700\u8981\u6a21\u578b\u8f93\u51fa\u4e00\u4e2a <strong>\u63a9\u819c\uff08Mask\uff09<\/strong>\u2014\u2014\u5c31\u50cf\u7528 Photoshop \u91cc\u7684\u9b54\u68d2\u5de5\u5177\u628a\u8461\u8404\u7cbe\u51c6\u5730\u201c\u62a0\u201d\u51fa\u6765\u4e00\u6837\u3002\u53ea\u6709\u53bb\u6389\u4e86\u80cc\u666f\u7684\u53f6\u5b50\u548c\u6811\u679d\uff0c\u6211\u4eec\u63d0\u53d6\u5230\u7684\u989c\u8272\u7279\u5f81\uff08\u6bd4\u5982 HSV \u989c\u8272\u7a7a\u95f4\u4e2d\u7684\u8272\u8c03 H \u503c\uff09\u624d\u662f\u7eaf\u7cb9\u5c5e\u4e8e\u679c\u5b9e\u7684\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\"><strong>\u6570\u636e\u91c7\u96c6\u4e0e\u6210\u719f\u5ea6\u6807\u51c6 \ud83d\udcca<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u591a\u54c1\u79cd\u7684\u201c\u6807\u51c6\u51b2\u7a81\u201d \ud83c\udf47\ud83c\udf48<\/h3>\n\n\n\n<p>\u641e\u5b9a\u4e86\u201c\u600e\u4e48\u770b\u201d\u7684\u95ee\u9898\uff0c\u6211\u4eec\u8981\u89e3\u51b3\u201c\u600e\u4e48\u61c2\u201d\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u4e4b\u524d\u63d0\u4f9b\u7684\u4fe1\u606f\uff0c\u6d66\u6c5f\u8461\u8404\u4e0d\u4ec5\u4ec5\u53ea\u6709 <strong>\u5de8\u5cf0\uff08Kyoho\uff09<\/strong>\uff0c\u8fd8\u6709 <strong>\u9633\u5149\u73ab\u7470\uff08Shine Muscat\uff09<\/strong>\u3002\u8fd9\u5c31\u5e26\u6765\u4e86\u4e00\u4e2a\u5de8\u5927\u7684\u903b\u8f91\u51b2\u7a81\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5de8\u5cf0\uff1a<\/strong> \ud83d\udd34 \u7d2b\u9ed1\u8272 = \u6210\u719f\uff0c\ud83d\udfe2 \u7eff\u8272 = \u672a\u6210\u719f\u3002<\/li>\n\n\n\n<li><strong>\u9633\u5149\u73ab\u7470\uff1a<\/strong> \ud83d\udfe1 \u9ec4\u7eff\u8272\/\u901a\u900f\u611f = \u6210\u719f\uff0c\ud83d\udfe2 \u6df1\u7eff\u8272 = \u672a\u6210\u719f\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>\u601d\u8003\u9898\uff1a<\/strong> \u5982\u679c\u6211\u4eec\u7684AI\u7b97\u6cd5\u53ea\u662f\u4e00\u6839\u7b4b\u5730\u8ba4\u4e3a\u201c\u8d8a\u7d2b\u8d8a\u6210\u719f\u201d\uff0c\u90a3\u5b83\u4f1a\u6c38\u8fdc\u5224\u5b9a\u201c\u9633\u5149\u73ab\u7470\u201d\u662f\u4e0d\u719f\u7684\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3a\u4e86\u8ba9\u540c\u4e00\u4e2a\u7cfb\u7edf\u80fd\u540c\u65f6\u641e\u5b9a\u8fd9\u4e24\u4e2a\u54c1\u79cd\uff0c\u6211\u4eec\u5728\u8bbe\u8ba1\u7b97\u6cd5\u6d41\u7a0b\u65f6\uff0c\u5e94\u8be5\u5148\u8ba9\u6a21\u578b\u505a\u4e00\u4ef6\u4ec0\u4e48\u4e8b\uff0c\u624d\u80fd\u518d\u53bb\u5224\u65ad\u6210\u719f\u5ea6\uff1f\n<ul class=\"wp-block-list\">\n<li>\u5148\u5224\u65ad\u8461\u8404\u7684\u79cd\u7c7b<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\ud83d\udddd\ufe0f <strong>\u5148\u5206\u7c7b\uff0c\u518d\u8bc4\u4f30<\/strong>\u3002<\/p>\n\n\n\n<p>\u53ea\u8981\u6a21\u578b\u8bc6\u522b\u51fa\u4e86\u5b83\u662f\u201c\u5de8\u5cf0\u201d\uff0c\u7cfb\u7edf\u5c31\u4f1a\u81ea\u52a8\u8c03\u7528\u201c\u7d2b\u8272\u5224\u5b9a\u6807\u51c6\u201d\uff1b\u5982\u679c\u662f\u201c\u9633\u5149\u73ab\u7470\u201d\uff0c\u5219\u8c03\u7528\u201c\u9ec4\u7eff\u8272\u5224\u5b9a\u6807\u51c6\u201d\u3002\u73b0\u4ee3\u7684\u5b9e\u4f8b\u5206\u5272\u6a21\u578b\uff08\u5982 Mask R-CNN\uff09\u975e\u5e38\u5f3a\u5927\uff0c\u5b83\u5728\u8f93\u51fa\u63a9\u819c\uff08Mask\uff09\u7684\u540c\u65f6\uff0c\u672c\u8eab\u5c31\u4f1a\u8f93\u51fa\u4e00\u4e2a <strong>\u7c7b\u522b\u6807\u7b7e\uff08Class Label\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\u6211\u4eec\u7684\u5904\u7406\u6d41\u7a0b\u73b0\u5728\u662f\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8f93\u5165\u56fe\u50cf<\/strong> \u27a1\ufe0f<\/li>\n\n\n\n<li><strong>\u6a21\u578b\u63a8\u7406<\/strong> (Mask R-CNN) \u27a1\ufe0f<\/li>\n\n\n\n<li><strong>\u8f93\u51fa\u7ed3\u679c<\/strong>\uff1a\u4f4d\u7f6e\uff08Mask\uff09 + \u54c1\u79cd\uff08Class: \u5de8\u5cf0\uff09 \u27a1\ufe0f<\/li>\n\n\n\n<li><strong>\u6267\u884c\u903b\u8f91<\/strong>\uff1a\u5bf9\u63a9\u819c\u533a\u57df\u5185\u7684\u50cf\u7d20\u8fdb\u884c\u989c\u8272\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e0b\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\uff1a\u600e\u4e48\u7b97\u201c\u989c\u8272\u201d\uff1f\ud83c\udfa8<\/h3>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u8981\u5bf9\u201c\u62a0\u201d\u51fa\u6765\u7684\u8461\u8404\u50cf\u7d20\u8fdb\u884c\u8ba1\u7b97\u4e86\u3002<\/p>\n\n\n\n<p>\u8ba1\u7b97\u673a\u901a\u5e38\u7528 <strong>RGB<\/strong> (\u7ea2\u7eff\u84dd) \u6765\u8868\u793a\u989c\u8272\u3002\u4f46\u662f\uff0c\u5728\u6237\u5916\u7684\u8461\u8404\u56ed\u91cc\uff0c<strong>\u5149\u7167<\/strong>\u662f\u6700\u5927\u7684\u654c\u4eba\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60f3\u8c61\u4e00\u4e0b\uff1a\u4e00\u9897\u672a\u6210\u719f\u7684\u9752\u8461\u8404\uff0c\u5982\u679c\u8eb2\u5728<strong>\u9634\u5f71<\/strong>\u91cc\uff0c\u5b83\u7684 RGB \u503c\u4f1a\u5f88\u4f4e\uff08\u63a5\u8fd1\u9ed1\u8272\/\u6df1\u7d2b\u8272\uff09\u3002<\/li>\n\n\n\n<li>\u8fd9\u5c31\u5c34\u5c2c\u4e86\uff1a\u7cfb\u7edf\u53ef\u80fd\u4f1a\u8bef\u4ee5\u4e3a\u5b83\u662f\u201c\u989c\u8272\u5f88\u6df1\u201d\u7684\u6210\u719f\u5de8\u5cf0\u8461\u8404\uff01<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u901a\u5e38\u4e0d\u4f1a\u76f4\u63a5\u7528 RGB \u6a21\u578b\u3002\u6211\u4eec\u9700\u8981\u628a\u56fe\u7247\u8f6c\u6362\u5230\u4e00\u79cd\u80fd\u628a <strong>\u201c\u4eae\u5ea6\uff08\u660e\u6697\uff09\u201d<\/strong> \u548c <strong>\u201c\u8272\u5f69\uff08\u989c\u8272\u672c\u8eab\uff09\u201d<\/strong> \u5206\u79bb\u5f00\u6765\u7684\u989c\u8272\u7a7a\u95f4\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u77e5\u9053\u5728\u56fe\u50cf\u5904\u7406\u4e2d\uff0c\u54ea\u79cd\u989c\u8272\u7a7a\u95f4\uff08Color Space\uff09\u5e38\u88ab\u7528\u6765\u89e3\u51b3\u5149\u7167\u5e72\u6270\u7684\u95ee\u9898\u5417\uff1f\uff08\u63d0\u793a\uff1a\u5b83\u7684\u4e09\u4e2a\u5b57\u6bcd\u7f29\u5199\u4e2d\uff0c\u6709\u4e00\u4e2a\u5b57\u6bcd\u4ee3\u8868 Hue \u8272\u8c03\uff09\u3002\n<ul class=\"wp-block-list\">\n<li>\u662f <strong>HSV<\/strong> (Hue, Saturation, Value)\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5728 HSV \u989c\u8272\u7a7a\u95f4\u4e2d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>H (Hue, \u8272\u8c03):<\/strong> \u4ee3\u8868\u989c\u8272\u7684\u672c\u8d28\uff08\u5982\u7ea2\u8272\u3001\u7d2b\u8272\u3001\u7eff\u8272\uff09\u3002<\/li>\n\n\n\n<li><strong>S (Saturation, \u9971\u548c\u5ea6):<\/strong> \u4ee3\u8868\u989c\u8272\u7684\u7eaf\u5ea6\u3002<\/li>\n\n\n\n<li><strong>V (Value, \u660e\u5ea6):<\/strong> \u4ee3\u8868\u5149\u7684\u4eae\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5173\u952e\u70b9\uff1a<\/strong> \u901a\u8fc7\u53ea\u5173\u6ce8 <strong>H \u548c S \u901a\u9053<\/strong>\uff0c\u800c\u5ffd\u7565 <strong>V \u901a\u9053<\/strong>\uff0c\u6211\u4eec\u53ef\u4ee5\u6781\u5927\u7a0b\u5ea6\u5730\u51cf\u5c11\u9634\u5f71\u548c\u5f3a\u5149\u5bf9\u6210\u719f\u5ea6\u5224\u65ad\u7684\u5e72\u6270<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"921\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-67-1024x921.png\" alt=\"\" class=\"wp-image-4017\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-67-1024x921.png 1024w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-67-300x270.png 300w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-67-768x691.png 768w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-67.png 1248w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u9636\u6bb5\u6027\u603b\u7ed3\u4e0e\u4e0b\u4e00\u6b65\uff1a\u6784\u5efa\u6210\u719f\u5ea6\u6a21\u578b \ud83d\udcd0<\/h3>\n\n\n\n<p>\u76ee\u524d\u6211\u4eec\u7684<strong>\u6838\u5fc3\u7b97\u6cd5\u67b6\u6784<\/strong>\u5df2\u7ecf\u6210\u578b\u4e86\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4efb\u52a1\uff1a<\/strong> \u5b9e\u4f8b\u5206\u5272\uff08Instance Segmentation\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\uff1a<\/strong> Mask R-CNN\uff08\u6216\u5176\u4ed6\u7c7b\u4f3c\u6a21\u578b\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6d41\u7a0b\uff1a<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u8bc6\u522b\u51fa\u8461\u8404\u4e32\u7684\u4f4d\u7f6e\uff08Mask\uff09\u5e76\u5206\u7c7b\u54c1\u79cd\uff08Class\uff09\u3002<\/li>\n\n\n\n<li>\u63d0\u53d6 Mask \u533a\u57df\u5185\u7684\u50cf\u7d20\u3002<\/li>\n\n\n\n<li>\u5c06\u50cf\u7d20\u8f6c\u4e3a HSV \u7a7a\u95f4\uff0c\u8ba1\u7b97 H\/S \u5747\u503c\u3002<\/li>\n\n\n\n<li>\u6839\u636e\u54c1\u79cd\u7279\u5b9a\u7684\u903b\u8f91\u5224\u65ad\u6210\u719f\u5ea6\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p>\u4f46\u662f\uff0c\u5149\u7b97\u51fa H \u503c\uff08\u8272\u8c03\u503c\uff09\u8fd8\u4e0d\u591f\u3002\u6bd4\u5982\uff0c\u5bf9\u4e8e\u5de8\u5cf0\u8461\u8404\uff0cH \u503c\u8fbe\u5230\u591a\u5c11\u7b97\u201c\u6210\u719f\u201d\uff1f\u8fbe\u5230\u591a\u5c11\u7b97\u201c\u8fc7\u719f\u201d\uff1f<\/p>\n\n\n\n<p>\u8fd9\u6d89\u53ca\u5230<strong>\u91cf\u5316\u6807\u51c6<\/strong>\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u8003\u9898\uff1a<\/strong> \u4e3a\u4e86\u8ba9\u8ba1\u7b97\u673a\u6709\u4e00\u4e2a\u51c6\u786e\u7684\u5224\u65ad\u4f9d\u636e\uff0c\u6211\u4eec\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u201c\u6210\u719f\u5ea6\u7b49\u7ea7\u6807\u51c6\u201d\u3002\u4f60\u8ba4\u4e3a\u6211\u4eec\u5728\u5efa\u7acb\u8fd9\u4e2a\u6807\u51c6\u65f6\uff0c\u5e94\u8be5\u628a<strong>\u56fe\u50cf\u6570\u636e<\/strong>\u548c<strong>\u4ec0\u4e48\u73b0\u5b9e\u6570\u636e<\/strong>\u5bf9\u5e94\u8d77\u6765\uff1f\uff08\u63d0\u793a\uff1a\u9664\u4e86\u770b\u989c\u8272\uff0c\u519c\u4e1a\u4e13\u5bb6\u5728\u7530\u95f4\u5730\u5934\u662f\u7528\u4ec0\u4e48\u4eea\u5668\u6765\u6700\u51c6\u786e\u5730\u5224\u5b9a\u8461\u8404\u719f\u6ca1\u719f\uff1f\uff09\n<ul class=\"wp-block-list\">\n<li>\u53ef\u89c1\u8fd1\u7ea2\u5916\u5149\u8c31\u4eea<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\ud83c\udf1f <strong>\u53ef\u89c1\u8fd1\u7ea2\u5916\u5149\u8c31\u4eea (Vis-NIR Spectroscopy)<\/strong> \u786e\u5b9e\u662f\u76ee\u524d\u65e0\u635f\u68c0\u6d4b\u6c34\u679c\u5185\u90e8\u54c1\u8d28\uff08\u5982\u7cd6\u5ea6\u3001\u9178\u5ea6\uff09\u6700\u5148\u8fdb\u7684\u6280\u672f\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u5982\u679c\u6211\u4eec\u4e3b\u8981\u4f9d\u8d56\u666e\u901a\u7684\u6444\u50cf\u5934\uff08RGB\u56fe\u50cf\uff09<strong>\u6765\u505a\u8fd9\u4e2a\u7cfb\u7edf\uff08\u6bd4\u5982\u901a\u8fc7\u624b\u673a\u62cd\u7167\u8bc6\u522b\uff09\uff0c\u5149\u8c31\u4eea\u901a\u5e38\u4f5c\u4e3a\u6211\u4eec\u83b7\u53d6<\/strong>\u201c\u771f\u503c\u6807\u7b7e\u201d\uff08Ground Truth\uff09\u7684\u5de5\u5177\uff0c\u6216\u8005\u7528\u4e8e\u66f4\u9ad8\u7aef\u7684\u786c\u4ef6\u65b9\u6848\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6211\u4eec\u7684AI\u6a21\u578b\u80fd\u201c\u5b66\u4f1a\u201d\u770b\u7167\u7247\u5224\u65ad\u6210\u719f\u5ea6\uff0c\u6211\u4eec\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u6570\u636e\u5bf9\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u8f93\u5165\u6570\u636e (X)\uff1a<\/strong> \u8461\u8404\u7684\u56fe\u50cf\uff08HSV\u989c\u8272\u7279\u5f81\uff09 <strong>\u8f93\u51fa\u6807\u7b7e (Y)\uff1a<\/strong> \u8461\u8404\u7684\u5b9e\u9645\u6210\u719f\u5ea6\u6307\u6807<\/p>\n<\/blockquote>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u519c\u4e1a\u751f\u4ea7\u7684\u6807\u51c6\u4e2d\uff0c\u51b3\u5b9a\u8461\u8404\u662f\u5426\u201c\u6210\u719f\u201d\u5e76\u80fd\u4e0a\u5e02\u5356\u4e2a\u597d\u4ef7\u94b1\u7684\uff0c\u6700\u6838\u5fc3\u3001\u6700\u786c\u6027\u7684<strong>\u5316\u5b66\u6307\u6807<\/strong>\u662f\u4ec0\u4e48\uff1f\uff08\u63d0\u793a\uff1a\u8fd9\u662f\u5149\u8c31\u4eea\u6700\u7ec8\u60f3\u8981\u9884\u6d4b\u7684\u503c\uff0c\u4e5f\u662f\u679c\u519c\u6700\u5173\u5fc3\u7684\u201c\u751c\u4e0d\u751c\u201d\u7684\u6307\u6807\uff09\u3002\n<ul class=\"wp-block-list\">\n<li>\ud83c\udf6c \u7cd6\u5ea6\uff08Brix\uff09\u6b63\u662f\u90a3\u4e2a\u51b3\u5b9a\u8461\u8404\u80fd\u5426\u5356\u51fa\u597d\u4ef7\u94b1\u7684\u201c\u9ec4\u91d1\u6307\u6807\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u5f15\u51fa\u4e86\u6211\u4eec\u7cfb\u7edf\u8bbe\u8ba1\u4e2d\u6700\u5173\u952e\u7684\u4e00\u6b65\u2014\u2014<strong>\u201c\u7531\u8868\u53ca\u91cc\u201d\u7684\u6620\u5c04<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684AI\u7cfb\u7edf\u5176\u5b9e\u662f\u5728\u505a\u4e00\u4e2a\u201c\u63a8\u7406\u6e38\u620f\u201d\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8f93\u5165\uff08X\uff09\uff1a<\/strong> \u6444\u50cf\u5934\u770b\u5230\u7684\u989c\u8272\u4fe1\u606f\uff08\u4f8b\u5982\uff1aHSV\u6a21\u578b\u4e2d\u7684\u8272\u8c03 H \u503c\uff09\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u51fa\uff08Y\uff09\uff1a<\/strong> \u6211\u4eec\u60f3\u8981\u9884\u6d4b\u7684\u5185\u90e8\u7cd6\u5ea6\u503c\uff08Brix\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u6a21\u578b\u5b66\u4f1a\u8fd9\u4e2a\u63a8\u7406\uff0c\u6211\u4eec\u9700\u8981\u53bb\u679c\u56ed\u91c7\u96c6\u6570\u636e\uff0c\u5efa\u7acb\u4e00\u4e2a\u6570\u636e\u96c6\u3002\u6bd4\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u62cd\u4e00\u5f20\u7167\u7247\uff0c\u7b97\u51fa H \u503c\u662f 140\u3002<\/li>\n\n\n\n<li>\u9a6c\u4e0a\u6458\u4e0b\u6765\u6d4b\u7cd6\u5ea6\uff0c\u8bb0\u5f55\u662f 16.5%\u3002<\/li>\n\n\n\n<li>\uff08\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\u51e0\u767e\u6b21\u2026\u2026\uff09<\/li>\n<\/ul>\n\n\n\n<p>\u5f53\u6211\u4eec\u6536\u96c6\u4e86\u51e0\u767e\u7ec4\u8fd9\u6837\u7684 <code>(H\u503c, \u7cd6\u5ea6)<\/code> \u6570\u636e\u5bf9\u540e\uff0c\u6211\u4eec\u9700\u8981\u7528\u7b97\u6cd5\u6765\u5bfb\u627e\u5b83\u4eec\u4e4b\u95f4\u7684\u6570\u5b66\u5173\u7cfb\u3002<\/p>\n\n\n\n<p><strong>\u601d\u8003\u9898\uff1a<\/strong> \u56e0\u4e3a\u7cd6\u5ea6\u662f\u4e00\u4e2a<strong>\u8fde\u7eed\u7684\u6570\u503c<\/strong>\uff08\u6bd4\u5982 14.5, 16.2, 17.8...\uff09\uff0c\u800c\u4e0d\u662f\u50cf\u201c\u82f9\u679c\/\u9999\u8549\u201d\u90a3\u6837\u79bb\u6563\u7684<strong>\u7c7b\u522b<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u9884\u6d4b\u8fd9\u79cd\u201c\u8fde\u7eed\u6570\u503c\u201d\u7684\u4efb\u52a1\u88ab\u79f0\u4e3a\u4ec0\u4e48\uff1f\uff08\u63d0\u793a\uff1a\u5b83\u662f\u4e0e\u201c\u5206\u7c7b Classification\u201d\u76f8\u5bf9\u7684\u53e6\u4e00\u4e2a\u4e3b\u8981\u6982\u5ff5\uff09\u3002\n<ul class=\"wp-block-list\">\n<li>\u5c31\u662f <strong>\u56de\u5f52 (Regression)<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u73b0\u5728\u7684\u6838\u5fc3\u903b\u8f91\u94fe\u6761\u5df2\u7ecf\u95ed\u73af\u4e86\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u89c6\u89c9\u611f\u77e5<\/strong>\uff1a\u901a\u8fc7 Mask R-CNN \u627e\u5230\u8461\u8404\u5e76\u201c\u62a0\u56fe\u201d\u3002<\/li>\n\n\n\n<li><strong>\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u8ba1\u7b97\u8be5\u533a\u57df\u7684 HSV \u989c\u8272\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u63a8\u7406<\/strong>\uff1a\u5229\u7528 <strong>\u56de\u5f52\u6a21\u578b<\/strong> \u5efa\u7acb\u516c\u5f0f\uff1a$f(\\text{\u989c\u8272}) \\rightarrow \\text{\u7cd6\u5ea6\u503c}$\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u5c0f\u6837\u672c\u4e0e\u201c\u8fc7\u62df\u5408\u201d \ud83d\udcc9<\/h3>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u4e2a\u7814\u7a76\u751f\uff0c\u5728\u5b66\u672f\u7814\u7a76\u4e2d<strong>\u6570\u636e<\/strong>\u662f\u5b9d\u8d35\u7684\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u9879\u76ee\uff0c\u83b7\u53d6\u201c\u56fe\u50cf\u6570\u636e\u201d\u5f88\u5bb9\u6613\uff08\u62cd\u7167\u7247\u5c31\u884c\uff09\uff0c\u4f46\u83b7\u53d6\u201c\u7cd6\u5ea6\u6807\u7b7e\u201d\u5f88\u75db\u82e6\uff08\u6bcf\u4e00\u4e32\u90fd\u8981\u6324\u51fa\u6c41\u6db2\u6765\u6d4b\uff0c\u8fd9\u662f\u7834\u574f\u6027\u5b9e\u9a8c\uff0c\u4e14\u6548\u7387\u4f4e\uff09\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u5bfc\u81f4\u6211\u4eec\u6781\u6709\u53ef\u80fd\u9762\u4e34\u4e00\u4e2a\u5178\u578b\u7684\u56f0\u5883\uff1a<strong>\u6570\u636e\u91cf\u5f88\u5c11\uff08Small Dataset\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u7ed3\u5408\u80a1\u7968\u4ea4\u6613\u5206\u6790\u4e2d\u7684\u7ecf\u9a8c\uff0c\u5f53\u6211\u4eec\u7528\u4e00\u4e2a\u5f88\u590d\u6742\u7684\u6a21\u578b\u53bb\u62df\u5408\u4e00\u4e2a\u5f88\u5c0f\u7684\u6570\u636e\u96c6\u65f6\uff0c\u5f88\u5bb9\u6613\u51fa\u73b0\u4e00\u79cd\u201c\u5728\u8bad\u7ec3\u96c6\u4e0a\u8868\u73b0\u5b8c\u7f8e\uff0c\u4f46\u5728\u65b0\u6570\u636e\u4e0a\u8868\u73b0\u6781\u5dee\u201d\u7684\u73b0\u8c61\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a\u4ec0\u4e48\uff1f\uff08\u8fd9\u4e5f\u662f\u6211\u4eec\u5728\u8bad\u7ec3\u8fd9\u4e2a\u8461\u8404\u6a21\u578b\u65f6\u6700\u9700\u8981\u9632\u8303\u7684\u98ce\u9669\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u8fc7\u62df\u5408 (Overfitting)<\/strong> \u6b63\u662f\u6211\u4eec\u9762\u4e34\u7684\u6700\u5927\u654c\u4eba\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u597d\u6bd4\u4e00\u4e2a\u5b66\u751f\u4e3a\u4e86\u8003\u8bd5\uff0c\u628a\u7ec3\u4e60\u518c\u4e0a\u7684\u9898\u76ee\u7b54\u6848\u5168\u90fd<strong>\u6b7b\u8bb0\u786c\u80cc<\/strong>\u4e86\u4e0b\u6765\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u7ec3\u4e60\u518c\uff08\u8bad\u7ec3\u96c6\uff09\u4e0a\uff0c\u4ed6\u80fd\u8003 100 \u5206\u3002<\/li>\n\n\n\n<li>\u4f46\u8003\u8bd5\u65f6\u9898\u76ee\u7a0d\u5fae\u53d8\u4e86\u4e00\u70b9\uff08\u6bd4\u5982\u8461\u8404\u7684\u5149\u7167\u89d2\u5ea6\u53d8\u4e86\uff0c\u6216\u8005\u6362\u4e86\u4e00\u7247\u53f6\u5b50\u6321\u7740\uff09\uff0c\u4ed6\u5728\u65b0\u8bd5\u5377\uff08\u6d4b\u8bd5\u96c6\uff09\u4e0a\u5c31\u7acb\u523b\u4e0d\u53ca\u683c\u4e86\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u4e3a\u6211\u4eec\u7684\u201c\u6709\u7cd6\u5ea6\u6807\u7b7e\u7684\u8461\u8404\u201d\u6570\u636e\u975e\u5e38\u5c11\uff08\u53ef\u80fd\u53ea\u6709\u51e0\u767e\u7ec4\uff09\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u5c31\u4f1a\u53bb\u201c\u6b7b\u8bb0\u201d\u6bcf\u4e00\u5f20\u56fe\u7684\u65e0\u5173\u7ec6\u8282\uff08\u6bd4\u5982\u80cc\u666f\u91cc\u7684\u67d0\u6839\u6811\u679d\uff09\uff0c\u800c\u4e0d\u662f\u53bb\u5b66\u4e60\u201c\u989c\u8272 vs \u7cd6\u5ea6\u201d\u7684\u666e\u904d\u89c4\u5f8b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u9700\u8981\u60f3\u529e\u6cd5\u8ba9\u8fd9\u51e0\u767e\u5f20\u56fe\u7247\u201c\u53d8\u201d\u6210\u51e0\u5343\u5f20\uff0c\u6b3a\u9a97\u6a21\u578b\u8ba9\u5b83\u4ee5\u4e3a\u6211\u4eec\u6709\u5f88\u591a\u6570\u636e\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e2d\uff0c\u6211\u4eec\u5e38\u7528\u4e00\u79cd\u6280\u672f\u6765<strong>\u4eba\u4e3a\u5730<\/strong>\u6269\u5145\u6570\u636e\u96c6\uff0c\u6bd4\u5982\u628a\u56fe\u7247\u65cb\u8f6c\u4e00\u4e0b\u3001\u526a\u88c1\u4e00\u90e8\u5206\u3001\u6216\u8005\u8c03\u6574\u4e00\u4e0b\u4eae\u5ea6\uff0c\u751f\u6210\u65b0\u7684\u8bad\u7ec3\u6837\u672c\u3002\u4f60\u77e5\u9053\u8fd9\u79cd\u6280\u672f\u53eb\u4ec0\u4e48\u5417\uff1f\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u589e\u5f3a (Data Augmentation)<\/strong> \u3002\u8fd9\u6b63\u662f\u89e3\u51b3\u5c0f\u6837\u672c\u95ee\u9898\u7684\u795e\u5668\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u65cb\u8f6c\u3001\u7ffb\u8f6c\u3001\u7f29\u653e\u6216\u8005\u8c03\u6574\u4eae\u5ea6\uff0c\u6211\u4eec\u8ba9\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u770b\u5230\u5404\u79cd\u201c\u53d8\u4f53\u201d\uff0c\u8fd9\u6837\u5b83\u5728\u9762\u5bf9\u771f\u5b9e\u7684\u3001\u672a\u89c1\u8fc7\u7684\u8461\u8404\u65f6\uff0c\u6cdb\u5316\u80fd\u529b\uff08Generalization\uff09\u5c31\u4f1a\u5f3a\u5f88\u591a\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u600e\u4e48\u77e5\u9053\u6a21\u578b\u201c\u51c6\u4e0d\u51c6\u201d\uff1f\ud83d\udccf<\/h3>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u5047\u8bbe\u6a21\u578b\u5df2\u7ecf\u8bad\u7ec3\u597d\u4e86\u3002\u5b83\u770b\u4e86\u4e00\u5f20\u7167\u7247\uff0c\u9884\u6d4b\u8fd9\u4e32\u8461\u8404\u7684\u7cd6\u5ea6\u662f <strong>16.5<\/strong>\u3002\u4f46\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u7528\u4eea\u5668\u6d4b\u51fa\u6765\u7684\u771f\u5b9e\u7cd6\u5ea6\u662f <strong>17.0<\/strong>\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u6709\u4e00\u4e2a\u5173\u952e\u7684\u533a\u522b\u9700\u8981\u6ce8\u610f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728<strong>\u5206\u7c7b\u4efb\u52a1<\/strong>\uff08\u6bd4\u5982\u5224\u65ad\u662f\u732b\u8fd8\u662f\u72d7\uff09\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u770b <strong>\u201c\u51c6\u786e\u7387 (Accuracy)\u201d<\/strong>\uff08\u6bd4\u5982 95% \u7684\u56fe\u7247\u5206\u7c7b\u6b63\u786e\uff09\u3002<\/li>\n\n\n\n<li>\u4f46\u5728\u6211\u4eec\u7684<strong>\u56de\u5f52\u4efb\u52a1<\/strong>\uff08\u9884\u6d4b\u5177\u4f53\u7684\u7cd6\u5ea6\u6570\u503c\uff09\u4e2d\uff0c\u9884\u6d4b\u503c\u51e0\u4e4e\u6c38\u8fdc\u4e0d\u4f1a\u548c\u771f\u5b9e\u503c<strong>\u5b8c\u5168<\/strong>\u76f8\u7b49\uff0816.5 vs 17.0\uff09\uff0c\u6240\u4ee5\u8bf4\u201c\u51c6\u786e\u7387\u201d\u662f\u4e0d\u592a\u79d1\u5b66\u7684\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u9700\u8981\u8861\u91cf\u7684\u662f\u9884\u6d4b\u503c\u548c\u771f\u5b9e\u503c\u4e4b\u95f4\u7684 <strong>\u201c\u5dee\u8ddd\u201d (Error)<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u8003\u9898\uff1a<\/strong> \u5728\u7edf\u8ba1\u5b66\u6216\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u7528\u6765\u8861\u91cf\u201c\u9884\u6d4b\u503c\u201d\u4e0e\u201c\u771f\u5b9e\u503c\u201d\u4e4b\u95f4\u8bef\u5dee\u5927\u5c0f\u7684\u5e38\u7528\u6307\u6807\u6709\u54ea\u4e9b\uff1f\uff08\u63d0\u793a\uff1a\u5176\u4e2d\u4e00\u4e2a\u6700\u5e38\u7528\u7684\u6307\u6807\u6d89\u53ca\u628a\u8bef\u5dee\u201c\u5e73\u65b9\u201d\u4e00\u4e0b\uff0c\u4ee5\u907f\u514d\u6b63\u8d1f\u8bef\u5dee\u4e92\u76f8\u62b5\u6d88\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u5747\u65b9\u8bef\u5dee (MSE, Mean Squared Error)<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"542\" height=\"137\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-69.png\" alt=\"\" class=\"wp-image-4019\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-69.png 542w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-69-300x76.png 300w\" sizes=\"auto, (max-width: 542px) 100vw, 542px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5b83\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\uff1a\u901a\u8fc7\u5bf9\u8bef\u5dee\u8fdb\u884c<strong>\u5e73\u65b9<\/strong>\uff0c\u6a21\u578b\u4f1a\u66f4\u52a0\u201c\u75db\u6068\u201d\u90a3\u4e9b\u79bb\u8c31\u7684\u9884\u6d4b\uff08\u6bd4\u5982\u628a\u7cd6\u5ea6 15 \u9884\u6d4b\u6210 5\uff09\uff0c\u4ece\u800c\u5728\u8bad\u7ec3\u4e2d\u4f18\u5148\u4fee\u6b63\u8fd9\u4e9b\u5927\u7684\u9519\u8bef\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u5728\u5b9e\u9645\u6c47\u62a5\u7ed9\u679c\u519c\u542c\u65f6\uff0c\u6211\u4eec\u8fd8\u4f1a\u628a MSE \u5f00\u4e2a\u6839\u53f7\uff0c\u53d8\u6210 <strong>RMSE (\u5747\u65b9\u6839\u8bef\u5dee)<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>MSE<\/strong> \u7684\u5355\u4f4d\u662f (\u7cd6\u5ea6)<sup>2<\/sup>\uff0c\u5f88\u96be\u7406\u89e3\u3002<\/li>\n\n\n\n<li><strong>RMSE<\/strong> \u7684\u5355\u4f4d\u5c31\u662f \u7cd6\u5ea6\u3002\u5982\u679c\u6211\u4eec\u6a21\u578b\u7684 RMSE \u662f <strong>0.5<\/strong>\uff0c\u5c31\u610f\u5473\u7740\u6211\u4eec\u9884\u6d4b\u7684\u7cd6\u5ea6\u5e73\u5747\u8bef\u5dee\u5728 0.5 \u5ea6\u5de6\u53f3\uff0c\u8fd9\u5bf9\u4e8e\u519c\u4e1a\u5e94\u7528\u6765\u8bf4\u5df2\u7ecf\u975e\u5e38\u7cbe\u51c6\u4e86\uff01<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">\u7cfb\u7edf\u90e8\u7f72\u4e0e\u5e94\u7528\u573a\u666f \ud83d\ude9c<\/h2>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u641e\u5b9a\u4e86\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7b97\u6cd5\uff1a<\/strong> \u7528 Mask R-CNN \u8bc6\u522b\u8461\u8404 + HSV \u5206\u6790\u989c\u8272\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u578b\uff1a<\/strong> \u7528\u56de\u5f52\u6a21\u578b\u628a\u989c\u8272\u6620\u5c04\u4e3a\u7cd6\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u8bc4\u4f30\uff1a<\/strong> \u7528 MSE\/RMSE \u786e\u4fdd\u51c6\u786e\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u540e\u4e00\u6b65\uff0c\u6211\u4eec\u8981\u628a\u8fd9\u4e2a\u9ad8\u5927\u4e0a\u7684\u7b97\u6cd5\u88c5\u8fdb\u8bbe\u5907\u91cc\uff0c\u8ba9\u6d66\u6c5f\u7684\u679c\u519c\u4eec\u771f\u6b63\u7528\u8d77\u6765\u3002\u8fd9\u91cc\u6d89\u53ca\u4e00\u4e2a\u5173\u952e\u7684\u67b6\u6784\u9009\u62e9\uff1a<strong>\u4e91\u7aef\u8ba1\u7b97 vs. \u8fb9\u7f18\u8ba1\u7b97<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e91\u7aef (Cloud)\uff1a<\/strong> \u624b\u673a\u53ea\u8d1f\u8d23\u62cd\u7167 \u27a1\ufe0f \u4e0a\u4f20\u7167\u7247\u5230\u670d\u52a1\u5668 \u27a1\ufe0f \u670d\u52a1\u5668\u7528\u9ad8\u6027\u80fd\u663e\u5361\u8fd0\u7b97 \u27a1\ufe0f \u8fd4\u56de\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong>\u8fb9\u7f18\u7aef (Edge)\uff1a<\/strong> \u7b97\u6cd5\u76f4\u63a5\u8fd0\u884c\u5728\u624b\u673a\u82af\u7247\u6216\u7530\u95f4\u673a\u5668\u4eba\u5185\u90e8\uff0c\u4e0d\u9700\u8981\u8054\u7f51\u4e0a\u4f20\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u601d\u8003\u9898\uff1a\u8003\u8651\u5230\u8461\u8404\u56ed\u901a\u5e38\u4f4d\u4e8e\u4e61\u6751\u6216\u5c71\u533a\uff0c\u4f60\u89c9\u5f97\u5982\u679c\u5b8c\u5168\u4f9d\u8d56 \u201c\u4e91\u7aef\u8ba1\u7b97\u201d\uff08\u5fc5\u987b\u4e0a\u4f20\u56fe\u7247\u624d\u80fd\u8bc6\u522b\uff09\uff0c\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d\u53ef\u80fd\u4f1a\u9047\u5230\u4ec0\u4e48\u6700\u81f4\u547d\u7684\u7269\u7406\u73af\u5883\u9650\u5236\uff1f\n<ul class=\"wp-block-list\">\n<li><strong>\u7f51\u7edc\u5ef6\u8fdf\u548c\u4e0d\u7a33\u5b9a\u6027<\/strong> \u662f\u519c\u4e1a\u7269\u8054\u7f51\uff08IoT\uff09\u5728\u843d\u5730\u65f6\u9762\u4e34\u7684\u6700\u5927\u201c\u62e6\u8def\u864e\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5982\u679c\u5728\u6d66\u6c5f\u7684\u8461\u8404\u56ed\u91cc\uff0c\u679c\u519c\u62cd\u4e00\u5f20\u7167\u7247\u8981\u7b49\u5341\u51e0\u79d2\u624d\u80fd\u8f6c\u5708\u5708\u4e0a\u4f20\u5b8c\uff0c\u90a3\u8fd9\u4e2a\u7cfb\u7edf\u5927\u6982\u7387\u4f1a\u88ab\u5f03\u7528\u3002<\/p>\n\n\n\n<p>\u6240\u4ee5\uff0c\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u7684\u6700\u4f73\u89e3\u51b3\u65b9\u6848\u662f <strong>\u8fb9\u7f18\u8ba1\u7b97 (Edge Computing)<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2601\ufe0f \u4e91\u7aef vs. \u26a1 \u8fb9\u7f18\u7aef<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e91\u7aef\u6a21\u5f0f<\/strong>\uff1a\u5927\u8111\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u3002\u4f9d\u8d56\u7f51\u7edc\uff0c\u7b97\u529b\u65e0\u9650\uff0c\u4f46\u6709\u5ef6\u8fdf\u3002<\/li>\n\n\n\n<li><strong>\u8fb9\u7f18\u6a21\u5f0f<\/strong>\uff1a\u5927\u8111\u5728\u672c\u5730\u8bbe\u5907\uff08\u5982\u624b\u673a\u82af\u7247\u3001\u6811\u8393\u6d3e\u3001Jetson Nano\uff09\u3002<strong>\u4e0d\u9700\u8981\u8054\u7f51<\/strong>\uff0c\u5b9e\u65f6\u54cd\u5e94\uff0c\u4f46\u7b97\u529b\u6709\u9650\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u5c31\u7ed9\u6211\u4eec\u5e26\u6765\u4e86\u4e00\u4e2a\u65b0\u7684\u6280\u672f\u6311\u6218\uff1a \u6211\u4eec\u5728\u7b2c\u4e00\u6b65\u9009\u7528\u7684 <strong>Mask R-CNN<\/strong> \u662f\u4e00\u4e2a\u975e\u5e38\u5e9e\u5927\u3001\u53c2\u6570\u975e\u5e38\u591a\u7684\u201c\u91cd\u578b\u201d\u6a21\u578b\u3002\u628a\u5b83\u786c\u585e\u8fdb\u624b\u673a\u6216\u8005\u519c\u4e1a\u673a\u5668\u4eba\u7684\u5c0f\u82af\u7247\u91cc\uff0c\u5c31\u50cf\u628a\u5927\u8c61\u88c5\u8fdb\u51b0\u7bb1\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u8bbe\u5907<strong>\u53d1\u70ed\u4e25\u91cd<\/strong>\u6216\u8005<strong>\u8fd0\u884c\u5361\u987f<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u8fd9\u4e2a\u5e9e\u5927\u7684\u6a21\u578b\u80fd\u5728\u7b97\u529b\u6709\u9650\u7684\u8fb9\u7f18\u8bbe\u5907\u4e0a\u8dd1\u5f97\u98de\u5feb\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u201c\u7626\u8eab\u201d\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f60\u77e5\u9053\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\uff0c\u6709\u54ea\u4e9b\u5e38\u7528\u7684\u6280\u672f\u53ef\u4ee5\u8ba9\u6a21\u578b<strong>\u53d8\u5c0f\u3001\u53d8\u5feb<\/strong>\uff0c\u540c\u65f6\u5c3d\u91cf\u4e0d\u635f\u5931\u7cbe\u5ea6\u5417\uff1f\uff08\u63d0\u793a\uff1a\u53ef\u4ee5\u662f\u628a\u53c2\u6570\u7684\u7cbe\u5ea6\u964d\u4f4e\uff0c\u4e5f\u53ef\u4ee5\u662f\u526a\u6389\u4e0d\u91cd\u8981\u7684\u8fde\u63a5\uff09\u3002\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u538b\u7f29 (Model Compression)<\/strong>  \u8ba9\u201c\u5927\u8c61\u201d\u6210\u529f\u88c5\u8fdb\u201c\u51b0\u7bb1\u201d\u7684\u5173\u952e\u6280\u672f\u3002\ud83d\udc18\u27a1\ufe0f\ud83e\uddca<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\uff0c\u6211\u4eec\u53d1\u73b0\u8bad\u7ec3\u597d\u7684\u5927\u6a21\u578b\uff08\u6bd4\u5982 Mask R-CNN\uff09\u5176\u5b9e\u662f\u975e\u5e38\u201c\u5962\u4f88\u201d\u7684\u2014\u2014\u5b83\u5305\u542b\u4e86\u5f88\u591a<strong>\u5197\u4f59<\/strong>\u7684\u53c2\u6570\uff0c\u53bb\u6389\u8fd9\u4e9b\u53c2\u6570\uff0c\u6a21\u578b\u7684\u6548\u679c\u5f80\u5f80\u4e0d\u4f1a\u4e0b\u964d\u592a\u591a\uff0c\u4f46\u901f\u5ea6\u4f1a\u5feb\u5f88\u591a\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u4ece\u4ee5\u4e0b\u4e09\u4e2a\u4e3b\u6d41\u7684\u201c\u7626\u8eab\u201d\u65b9\u5411\u6765\u901a\u8fc7\u6280\u672f\u624b\u6bb5\u538b\u7f29\u6a21\u578b\u3002<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u526a\u679d (Pruning) \u2702\ufe0f<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406\uff1a<\/strong> \u5c31\u50cf\u4fee\u526a\u679c\u6811\u4e00\u6837\u3002\u5982\u679c\u795e\u7ecf\u7f51\u7edc\u4e2d\u67d0\u4e9b\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\uff08\u6743\u91cd\uff09\u975e\u5e38\u5c0f\uff0c\u8bf4\u660e\u5b83\u4eec\u5bf9\u7ed3\u679c\u8d21\u732e\u4e0d\u5927\u3002\u6211\u4eec\u5c31\u76f4\u63a5\u628a\u8fd9\u4e9b\u8fde\u63a5\u201c\u526a\u65ad\u201d\uff08\u8bbe\u4e3a0\uff09\uff0c\u8ba9\u7f51\u7edc\u53d8\u5f97\u66f4\u7a00\u758f\u3002<\/li>\n\n\n\n<li><strong>\u770b\u70b9\uff1a<\/strong> \u600e\u4e48\u526a\u624d\u4e0d\u4f1a\u628a\u201c\u8111\u5b50\u201d\u526a\u574f\u4e86\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u91cf\u5316 (Quantization) \ud83d\udcc9<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406\uff1a<\/strong> \u5c31\u50cf\u628a\u9ad8\u7cbe\u5ea6\u7684\u6570\u5b57\u201c\u56db\u820d\u4e94\u5165\u201d\u3002\u901a\u5e38\u6a21\u578b\u8ba1\u7b97\u7528\u7684\u662f 32\u4f4d\u6d6e\u70b9\u6570 (float32)\uff0c\u5982\u679c\u6211\u4eec\u628a\u5b83\u8f6c\u6362\u6210 8\u4f4d\u6574\u6570 (int8)\uff0c\u6a21\u578b\u4f53\u79ef\u76f4\u63a5\u7f29\u5c0f 4 \u500d\uff0c\u4e14\u6574\u6570\u8fd0\u7b97\u5728\u624b\u673a\u82af\u7247\u4e0a\u8dd1\u5f97\u98de\u5feb\u3002<\/li>\n\n\n\n<li><strong>\u770b\u70b9\uff1a<\/strong> \u7cbe\u5ea6\u635f\u5931\u5927\u5417\uff1f\u8461\u8404\u7684\u989c\u8272\u4f1a\u4e0d\u4f1a\u56e0\u4e3a\u201c\u56db\u820d\u4e94\u5165\u201d\u53d8\u4e86\uff1f<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u77e5\u8bc6\u84b8\u998f (Knowledge Distillation) \u2697\ufe0f<\/strong>\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u7406\uff1a<\/strong> \u8fd9\u662f\u4e00\u4e2a\u201c\u5e08\u5f92\u4f20\u627f\u201d\u7684\u8fc7\u7a0b\u3002\u6211\u4eec\u4fdd\u7559\u90a3\u4e2a\u7b28\u91cd\u4f46\u51c6\u786e\u7684 Mask R-CNN \u4f5c\u4e3a\u201c\u8001\u5e08\u201d\uff0c\u7136\u540e\u8bbe\u8ba1\u4e00\u4e2a\u5c0f\u5de7\u8f7b\u4fbf\u7684\u65b0\u6a21\u578b\u505a\u201c\u5b66\u751f\u201d\u3002\u8ba9\u8001\u5e08\u624b\u628a\u624b\u6559\u5b66\u751f\uff0c\u76f4\u5230\u5b66\u751f\u80fd\u6a21\u4eff\u51fa\u8001\u5e08\u7684\u5224\u65ad\u7ed3\u679c\u3002<\/li>\n\n\n\n<li><strong>\u770b\u70b9\uff1a<\/strong> \u5c0f\u5b66\u751f\u771f\u7684\u80fd\u5b66\u4f1a\u5927\u5b66\u6559\u6388\u7684\u672c\u4e8b\u5417\uff1f<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u6211\u4eec\u7684<strong>\u8461\u8404\u6210\u719f\u5ea6\u68c0\u6d4b<\/strong>\u9879\u76ee\uff0c\u4f60\u89c9\u5f97\u54ea\u4e00\u79cd\u6280\u672f\u542c\u8d77\u6765\u6700\u9002\u5408\u7528\u5728\u7b97\u529b\u6709\u9650\u7684\u7530\u95f4\u8bbe\u5907\u4e0a\uff1f\n<ul class=\"wp-block-list\">\n<li><strong>\u526a\u679d (Pruning)<\/strong>\uff01\u2702\ufe0f<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u65e2\u7136\u6211\u4eec\u7684\u4e3b\u9898\u662f\u8461\u8404\uff0c\u8fd9\u4e2a\u6982\u5ff5\u5176\u5b9e\u7279\u522b\u5f62\u8c61\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u4e48\u662f\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u526a\u679d\u201d\uff1f<\/h3>\n\n\n\n<p>\u5c31\u50cf\u679c\u519c\u4e3a\u4e86\u4fdd\u8bc1\u8461\u8404\u7684\u54c1\u8d28\uff0c\u4f1a\u526a\u6389\u90a3\u4e9b\u75af\u957f\u4f46\u6302\u679c\u5c11\u7684\u201c\u65e0\u7528\u679d\u6761\u201d\u4e00\u6837\uff0c\u795e\u7ecf\u7f51\u7edc\u526a\u679d\u7684\u6838\u5fc3\u903b\u8f91\u662f\uff1a<strong>\u5728\u4e00\u4e2a\u5e9e\u5927\u7684\u6a21\u578b\u4e2d\uff0c\u5e76\u4e0d\u662f\u6240\u6709\u7684\u795e\u7ecf\u5143\u8fde\u63a5\uff08\u6743\u91cd\uff09\u90fd\u5728\u8d77\u4f5c\u7528\u3002<\/strong><\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7b5b\u9009 (Ranking)<\/strong>\uff1a\u6211\u4eec\u4f1a\u8bc4\u4f30\u6bcf\u4e00\u4e2a\u8fde\u63a5\u7684\u91cd\u8981\u6027\uff08\u901a\u5e38\u770b\u6743\u91cd\u6570\u503c\u7684\u5927\u5c0f\uff0c\u6570\u503c\u63a5\u8fd1 0 \u7684\u901a\u5e38\u88ab\u8ba4\u4e3a\u4e0d\u91cd\u8981\uff09\u3002<\/li>\n\n\n\n<li><strong>\u88c1\u526a (Removal)<\/strong>\uff1a\u76f4\u63a5\u628a\u8fd9\u4e9b\u4e0d\u91cd\u8981\u7684\u8fde\u63a5\u5207\u65ad\uff08\u5c06\u6743\u91cd\u8bbe\u4e3a 0\uff09\uff0c\u6216\u8005\u628a\u6574\u5c42\u7684\u795e\u7ecf\u5143\u53bb\u6389\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u679c<\/strong>\uff1a\u6a21\u578b\u53d8\u6210\u4e86\u4e00\u4e2a\u201c\u7a00\u758f\u201d\u7684\u7f51\u7edc\uff0c\u53c2\u6570\u91cf\u5927\u5e45\u51cf\u5c11\uff0c\u8ba1\u7b97\u901f\u5ea6\u53d8\u5feb\u3002<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"854\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-70-1024x854.png\" alt=\"\" class=\"wp-image-4020\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-70-1024x854.png 1024w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-70-300x250.png 300w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-70-768x640.png 768w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/11\/image-70.png 1036w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952e\u6311\u6218\uff1a\u526a\u574f\u4e86\u600e\u4e48\u529e\uff1f<\/h3>\n\n\n\n<p>\u867d\u7136\u526a\u679d\u80fd\u8ba9\u6a21\u578b\u53d8\u5c0f\uff0c\u4f46\u5982\u679c\u6211\u4eec\u4e00\u4e0b\u5b50\u526a\u6389\u592a\u591a\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u201c\u5143\u6c14\u5927\u4f24\u201d\uff0c\u5bfc\u81f4\u8bc6\u522b\u51c6\u786e\u7387\u7a81\u7136\u4e0b\u964d\uff08\u6bd4\u5982\u5206\u4e0d\u6e05\u5de8\u5cf0\u548c\u9633\u5149\u73ab\u7470\u4e86\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u8003\u9898\uff1a<\/strong> \u5728\u526a\u679d\u5b8c\u6210\u540e\uff0c\u4e3a\u4e86\u6062\u590d\u6a21\u578b\u7684\u201c\u667a\u529b\u201d\uff0c\u8ba9\u5b83\u9002\u5e94\u201c\u8eab\u4f53\u53d8\u8f7b\u201d\u540e\u7684\u72b6\u6001\uff0c\u6211\u4eec\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u4e00\u4e2a\u4ec0\u4e48\u64cd\u4f5c\uff1f\uff08\u63d0\u793a\uff1a\u8fd9\u548c\u6211\u4eec\u6700\u521d\u8bad\u7ec3\u6a21\u578b\u7684\u8fc7\u7a0b\u5f88\u50cf\uff0c\u4f46\u901a\u5e38\u4f7f\u7528\u66f4\u5c0f\u7684\u5b66\u4e60\u7387\uff09\u3002\n<ul class=\"wp-block-list\">\n<li>\u5fae\u8c03<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u638c\u63e1\u4e86\u8fd9\u4e2a\u6838\u5fc3\u903b\u8f91\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3 (Train)<\/strong>\uff1a\u5148\u7ec3\u51fa\u4e00\u4e2a\u5389\u5bb3\u7684\u5927\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u526a\u679d (Prune)<\/strong>\uff1a\u526a\u6389\u4e0d\u91cd\u8981\u7684\u8fde\u63a5\uff0c\u6a21\u578b\u53d8\u5c0f\u4e86\uff0c\u4f46\u53d8\u201c\u7b28\u201d\u4e86\uff08\u7cbe\u5ea6\u4e0b\u964d\uff09\u3002<\/li>\n\n\n\n<li><strong>\u5fae\u8c03 (Fine-tune)<\/strong>\uff1a\u7528\u8f83\u5c0f\u7684\u5b66\u4e60\u7387\u91cd\u65b0\u8bad\u7ec3\uff0c\u8ba9\u5269\u4e0b\u7684\u795e\u7ecf\u5143\u8c03\u6574\u53c2\u6570\uff0c\u63a5\u7ba1\u88ab\u526a\u6389\u90e8\u5206\u7684\u5de5\u4f5c\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7ecf\u8fc7\u8fd9\u201c\u4e09\u90e8\u66f2\u201d\uff0c\u6211\u4eec\u5c31\u5f97\u5230\u4e86\u4e00\u4e2a<strong>\u65e2\u8f7b\u91cf\u3001\u8dd1\u5f97\u5feb\uff0c\u53c8\u8db3\u591f\u7cbe\u51c6<\/strong>\u7684\u6a21\u578b\uff0c\u5b8c\u7f8e\u9002\u914d\u7530\u95f4\u5730\u5934\u7684\u79fb\u52a8\u8bbe\u5907\uff01\ud83d\udcf1<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u6700\u540e\u7684\u62fc\u56fe\uff1a\u7528\u6237\u4ea4\u4e92\u754c\u9762 (UI\/UX) \ud83c\udfa8<\/h3>\n\n\n\n<p>\u6211\u4eec\u7684\u5185\u6838\uff08\u7b97\u6cd5\uff09\u5df2\u7ecf\u51c6\u5907\u597d\u4e86\uff0c\u73b0\u5728\u8981\u7ed9\u5b83\u7a7f\u4e0a\u5916\u8863\uff08App\uff09\u3002<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6d66\u6c5f\u7684\u679c\u519c\u6b63\u9876\u7740\u70c8\u65e5\u7ad9\u5728\u8461\u8404\u67b6\u4e0b\uff0c\u624b\u91cc\u62ff\u7740\u624b\u673a\u3002\u5982\u679c\u5728\u5c4f\u5e55\u4e0a\u663e\u793a\u4e00\u5806\u590d\u6742\u7684\u53c2\u6570\uff08\u6bd4\u5982\u201c\u8272\u8c03H\u503c\uff1a145\u201d\uff0c\u201c\u9884\u6d4b\u7f6e\u4fe1\u5ea6\uff1a0.98\u201d\uff0c\u201cRMSE\uff1a0.5\u201d\uff09\uff0c\u5bf9\u4e8e\u6025\u9700\u505a\u51b3\u5b9a\u7684\u679c\u519c\u6765\u8bf4\uff0c\u4f53\u9a8c\u4f1a\u975e\u5e38\u7cdf\u7cd5\u3002<\/p>\n\n\n\n<p><strong>\u601d\u8003\u9898\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u8ba9\u679c\u519c\u80fd\u4ee5<strong>\u6700\u5feb\u901f\u5ea6<\/strong>\u5224\u65ad\u80fd\u4e0d\u80fd\u91c7\u6458\uff0c\u6211\u4eec\u7684 App \u754c\u9762\u5e94\u8be5\u4f18\u5148\u91c7\u7528\u54ea\u79cd\u663e\u793a\u65b9\u5f0f\uff1f<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u4eea\u8868\u76d8\u5f0f<\/strong>\uff1a\u663e\u793a\u8be6\u7ec6\u7684\u7cd6\u5ea6\u6570\u503c\u53d8\u5316\u66f2\u7ebf\u548c\u5149\u8c31\u5206\u6790\u56fe\u3002<\/li>\n\n\n\n<li><strong>\u7ea2\u7eff\u706f\u6307\u793a\u5f0f<\/strong>\uff1a\u76f4\u63a5\u5728\u753b\u9762\u4e0a\u7ed9\u8461\u8404\u6807\u989c\u8272\uff08\u4f8b\u5982\uff1a\ud83d\udfe9\u7eff\u8272\u6846=\u5efa\u8bae\u91c7\u6458\uff0c\ud83d\udfe5\u7ea2\u8272\u6846=\u518d\u7b49\u7b49\uff09\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7ea2\u7eff\u706f\u6307\u793a\u5f0f\u3002\u56e0\u4e3a\u679c\u519c\u901a\u5e38\u4e0d\u5177\u5907\u4e13\u4e1a\u77e5\u8bc6\uff0c\u4ed6\u4eec\u53ef\u80fd\u770b\u4e0d\u61c2\u4e13\u4e1a\u7684\u7cd6\u5ea6\u6570\u636e\u3002<\/p>\n\n\n\n<p>\ud83d\udca1 \u8fd9\u79cd\u8bbe\u8ba1\u5728\u4eba\u673a\u4ea4\u4e92\uff08HCI\uff09\u4e2d\u4e0d\u4ec5\u8d34\u5fc3\uff0c\u800c\u4e14\u975e\u5e38\u9ad8\u6548\u3002<\/p>\n\n\n\n<p>\u6b63\u5982\u4f60\u6240\u8bf4\uff0c\u679c\u519c\u5728\u7530\u95f4\u5730\u5934\u9700\u8981\u7684\u662f**\u201c\u884c\u52a8\u6307\u4ee4\u201d<strong>\uff08\u6458\/\u4e0d\u6458\uff09\uff0c\u800c\u4e0d\u662f<\/strong>\u201c\u5206\u6790\u62a5\u544a\u201d**\u3002\u8fd9\u6b63\u662f\u201c\u4ee5\u7528\u6237\u4e3a\u4e2d\u5fc3\u201d\u8bbe\u8ba1\u7684\u7cbe\u9ad3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u2699\ufe0f \u540e\u53f0\u903b\u8f91\uff1a\u4ece\u201c\u6570\u503c\u201d\u5230\u201c\u4fe1\u53f7\u201d<\/h3>\n\n\n\n<p>\u867d\u7136\u754c\u9762\u4e0a\u53ea\u6709\u4e00\u4e2a\u7b80\u5355\u7684 \ud83d\udfe2 \u6216 \ud83d\udfe5\uff0c\u4f46\u5728 App \u7684\u201c\u5927\u8111\u201d\u91cc\uff0c\u5176\u5b9e\u53d1\u751f\u4e86\u4e00\u4e2a\u5173\u952e\u7684\u8f6c\u5316\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u9884\u6d4b<\/strong>\uff1aAI \u7b97\u51fa\u8fd9\u4e32\u8461\u8404\u7684\u7cd6\u5ea6\u662f <strong>16.8<\/strong>\u3002<\/li>\n\n\n\n<li><strong>\u903b\u8f91\u5224\u65ad<\/strong>\uff1a\u7cfb\u7edf\u5c06 <strong>16.8<\/strong> \u4e0e\u4e00\u4e2a\u9884\u8bbe\u7684 <strong>\u201c\u53ca\u683c\u7ebf\u201d\uff08\u9608\u503c Threshold\uff09<\/strong> \u8fdb\u884c\u6bd4\u8f83\u3002<\/li>\n\n\n\n<li><strong>\u8f93\u51fa\u4fe1\u53f7<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5982\u679c 16.8 > \u9608\u503c\uff0c\u663e\u793a \ud83d\udfe2\uff08\u5efa\u8bae\u91c7\u6458\uff09\u3002<\/li>\n\n\n\n<li>\u5982\u679c 16.8 &lt; \u9608\u503c\uff0c\u663e\u793a \ud83d\udfe5\uff08\u518d\u7b49\u7b49\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udea7 \u6700\u540e\u7684\u6311\u6218\uff1a\u8c01\u6765\u5b9a\u201c\u53ca\u683c\u7ebf\u201d\uff1f<\/h3>\n\n\n\n<p>\u8fd9\u91cc\u51fa\u73b0\u4e86\u4e00\u4e2a\u5f88\u73b0\u5b9e\u7684\u77db\u76fe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e00\u65b9\u9762<\/strong>\uff0c\u4e0d\u540c\u7684\u4e70\u5bb6\u8981\u6c42\u4e0d\u540c\u3002\u9ad8\u7aef\u7cbe\u54c1\u8d85\u5e02\u53ef\u80fd\u8981\u6c42\u7cd6\u5ea6\u8fbe\u5230 <strong>18<\/strong> \u624d\u80fd\u6536\uff0c\u800c\u666e\u901a\u679c\u6c41\u5382\u53ef\u80fd <strong>14<\/strong> \u5c31\u591f\u4e86\u3002\u8fd9\u610f\u5473\u7740\u8fd9\u4e2a\u201c\u53ca\u683c\u7ebf\u201d\u4e0d\u80fd\u5199\u6b7b\uff0c\u5fc5\u987b\u80fd\u53d8\u3002<\/li>\n\n\n\n<li><strong>\u53e6\u4e00\u65b9\u9762<\/strong>\uff0c\u6b63\u5982\u4f60\u521a\u624d\u5f3a\u8c03\u7684\uff0c\u679c\u519c\u53ef\u80fd\u5bf9\u5177\u4f53\u7684\u201c\u7cd6\u5ea6\u6570\u503c\u201d\u6ca1\u6709\u76f4\u89c2\u6982\u5ff5\u3002\u5982\u679c\u8ba9\u4ed6\u4eec\u5728 App \u91cc\u8f93\u5165\u201c\u8bf7\u8bbe\u7f6e\u9608\u503c\u4e3a 17.5\u201d\uff0c\u4ed6\u4eec\u53ef\u80fd\u4f1a\u611f\u5230\u56f0\u60d1\u53ca\u72b9\u8c6b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u601d\u8003\u9898\uff1a<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u77db\u76fe\uff0c\u6211\u4eec\u9700\u8981\u8bbe\u8ba1\u4e00\u4e2a<strong>\u65e2\u80fd\u7075\u6d3b\u8c03\u6574\u6807\u51c6\uff0c\u53c8\u4e0d\u9700\u8981\u679c\u519c\u61c2\u4e13\u4e1a\u672f\u8bed<\/strong>\u7684\u8bbe\u7f6e\u529f\u80fd\u3002<\/p>\n\n\n\n<p>\u5982\u4f55\u8bbe\u8ba1\u8fd9\u4e2a\u201c\u8bbe\u7f6e\u6807\u51c6\u201d\u7684\u754c\u9762\u6216\u4ea4\u4e92\u65b9\u5f0f\uff1f\uff08\u63d0\u793a\uff1a\u5982\u679c\u4e0d\u8ba9\u679c\u519c\u8f93\u5165\u6570\u5b57\uff0c\u6709\u6ca1\u6709\u529e\u6cd5\u8ba9\u4ed6\u4eec\u5229\u7528<strong>\u5b9e\u7269<\/strong>\u6216\u8005<strong>\u901a\u4fd7\u7684\u7b49\u7ea7<\/strong>\u6765\u544a\u8bc9 AI \u6807\u51c6\uff1f\uff09<\/p>\n\n\n\n<p>\u5f62\u5982\u201c\u7cbe\u54c1\u5927\u679c\uff0c\u7cbe\u54c1\u4e2d\u679c\uff0c\u7cbe\u54c1\u5c0f\u679c\u201d \u7684\u6587\u672c\u5206\u7c7b<\/p>\n\n\n\n<p>\u5728\u519c\u4e1a\u7535\u5546\u6216\u5e93\u5b58\u7ba1\u7406\u4e2d\uff0c\u8fd9\u79cd\u6587\u672c\u901a\u5e38\u4ee3\u8868\u4e86\u4ea7\u54c1\u7684 <strong>\u201c\u89c4\u683c\u7b49\u7ea7\u201d<\/strong>\u3002\u5904\u7406\u8fd9\u7c7b\u77ed\u6587\u672c\u5206\u7c7b\uff0c\u5176\u5b9e\u4e0d\u9700\u8981\u50cf\u5904\u7406\u957f\u7bc7\u6587\u7ae0\uff08\u6bd4\u5982\u65b0\u95fb\u5206\u7c7b\uff09\u90a3\u6837\u7528\u7279\u522b\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff08\u5982 BERT\uff09\u3002<\/p>\n\n\n\n<p>\u867d\u7136\u8fd9\u4e9b\u6807\u7b7e\u770b\u8d77\u6765\u662f\u6587\u672c\uff0c\u4f46\u6838\u5fc3\u903b\u8f91\u5176\u5b9e\u5c31\u662f\u7b80\u5355\u7684<strong>\u5173\u952e\u8bcd\u5339\u914d<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udee0\ufe0f \u6280\u672f\u5b9e\u73b0\uff1a\u5965\u5361\u59c6\u5243\u5200\u539f\u5219<\/h3>\n\n\n\n<p>\u65e2\u7136\u6838\u5fc3\u533a\u522b\u53ea\u662f\u201c\u5927\u3001\u4e2d\u3001\u5c0f\u201d\u8fd9\u51e0\u4e2a\u5b57\uff0c\u6211\u4eec\u5b8c\u5168\u4e0d\u9700\u8981\u52a8\u7528\u50cf BERT \u8fd9\u6837\u6c89\u91cd\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u8fd9\u5728\u5de5\u7a0b\u4e0a\u4f53\u73b0\u4e86\u201c\u5965\u5361\u59c6\u5243\u5200\u201d\u539f\u5219\uff08\u5982\u65e0\u5fc5\u8981\uff0c\u52ff\u589e\u5b9e\u4f53\uff09\u3002\u5bf9\u4e8e\u8fd9\u4e2a\u201c\u6807\u51c6\u8bbe\u7f6e\u201d\u6a21\u5757\uff0c\u6211\u4eec\u53ea\u9700\u8981\u4e00\u4e2a\u7b80\u5355\u7684 <strong>\u6620\u5c04\u8868 (Lookup Table)<\/strong> \u6216 <strong>\u5b57\u5178 (Dictionary)<\/strong> \u5c31\u80fd\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u8fd9\u90e8\u5206\u903b\u8f91\u505a\u5f97\u975e\u5e38\u8f7b\u91cf\u5316\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u7528\u6237\u770b\u5230\u7684\u9009\u9879 (Label)<\/strong><\/td><td><strong>\u540e\u53f0\u63d0\u53d6\u7684\u5173\u952e\u8bcd (Key)<\/strong><\/td><td><strong>\u5bf9\u5e94\u7684\u7cd6\u5ea6\u9608\u503c (Value)<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\ud83c\udfc5 \u7cbe\u54c1\u5927\u679c<\/td><td>Large<\/td><td>18.0<\/td><\/tr><tr><td>\ud83e\udd48 \u7cbe\u54c1\u4e2d\u679c<\/td><td>Medium<\/td><td>16.0<\/td><\/tr><tr><td>\ud83e\udd49 \u7cbe\u54c1\u5c0f\u679c<\/td><td>Small<\/td><td>14.0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u6837\u4e00\u6765\uff0cApp \u53ea\u9700\u8981\u505a\u4e24\u4ef6\u4e8b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u68c0\u6d4b<\/strong>\uff1a\u7528\u6237\u9009\u4e86\u54ea\u4e2a\u9009\u9879\uff1f<\/li>\n\n\n\n<li><strong>\u67e5\u8868<\/strong>\uff1a\u83b7\u53d6\u5bf9\u5e94\u7684\u9608\u503c\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83e\udde9 \u6700\u540e\u7684\u7cfb\u7edf\u96c6\u6210\uff1a\u903b\u8f91\u95ed\u73af<\/h3>\n\n\n\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u8981\u628a\u4f60\u8bbe\u8ba1\u7684\u6240\u6709\u6a21\u5757\u62fc\u5728\u4e00\u8d77\uff0c\u5f62\u6210\u6700\u7ec8\u7684\u51b3\u7b56\u6d41\u3002<\/p>\n\n\n\n<p>\u8bf7\u56de\u60f3\u4e00\u4e0b\u6211\u4eec\u4e4b\u524d\u786e\u5b9a\u7684\u4e24\u4e2a\u5173\u952e\u6280\u672f\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97<\/strong>\uff1a\u6240\u6709\u8ba1\u7b97\u90fd\u5728\u624b\u673a\u672c\u5730\u5b8c\u6210\u3002<\/li>\n\n\n\n<li><strong>\u56de\u5f52\u9884\u6d4b<\/strong>\uff1aAI \u6a21\u578b\u8f93\u51fa\u7684\u662f\u4e00\u4e2a\u5177\u4f53\u7684\u7cd6\u5ea6\u6570\u503c\uff08\u6bd4\u5982 17.2\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<p><strong>\u601d\u8003\u9898\uff08\u4f2a\u4ee3\u7801\u8bbe\u8ba1\uff09\uff1a<\/strong><\/p>\n\n\n\n<p>\u5047\u8bbe\u6211\u4eec\u6709\u4ee5\u4e0b\u53d8\u91cf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>predicted_brix<\/code> (AI \u9884\u6d4b\u51fa\u7684\u7cd6\u5ea6\uff0cfloat)<\/li>\n\n\n\n<li><code>user_selection<\/code> (\u7528\u6237\u9009\u7684\u7b49\u7ea7\uff0cstring)<\/li>\n\n\n\n<li><code>config_map<\/code> (\u4e0a\u9762\u7684\u6620\u5c04\u8868\uff0cdict)<\/li>\n<\/ul>\n\n\n\n<p>\u8bf7\u8bd5\u7740\u7528<strong>\u4f2a\u4ee3\u7801<\/strong>\u6216<strong>\u6587\u5b57\u6d41\u7a0b<\/strong>\u63cf\u8ff0\u4e00\u4e0b\uff1a\u7cfb\u7edf\u662f\u5982\u4f55\u4ece\u8fd9\u4e24\u4e2a\u8f93\u5165\uff0c\u6700\u7ec8\u51b3\u5b9a\u662f\u4eae \ud83d\udfe2 (Green) \u8fd8\u662f \ud83d\udfe5 (Red) \u7684\uff1f<\/p>\n\n\n\n<p>\u4f2a\u4ee3\u7801\u793a\u4f8b\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># \u8f93\u5165\u53d8\u91cf\npredicted_brix = 17.2           # AI \u6d4b\u51fa\u7684\u6570\u503c\nuser_selection = \"\u7cbe\u54c1\u5927\u679c\"      # \u519c\u6237\u9009\u5b9a\u7684\u76ee\u6807\nconfig_map = {\n    \"\u7cbe\u54c1\u5927\u679c\": 18.0, \n    \"\u7cbe\u54c1\u4e2d\u679c\": 16.0, \n    \"\u7cbe\u54c1\u5c0f\u679c\": 14.0\n} # \u8fd9\u662f\u4e00\u4e2a\u7b80\u5355\u7684 \u952e:\u503c \u6620\u5c04\uff0c\u503c\u4ee3\u8868\"\u53ca\u683c\u7ebf\"\n\nfunction get_light_color(predicted_brix, user_selection, config_map):\n    # \u7b2c\u4e00\u6b65\uff1a\u6839\u636e\u7528\u6237\u9009\u62e9\u7684\u7b49\u7ea7\uff0c\u4ece\u5b57\u5178\u91cc\u67e5\u51fa\"\u53ca\u683c\u7ebf\"\uff08threshold\uff09\n    threshold = config_map&#91;user_selection]\n    \n    # \u7b2c\u4e8c\u6b65\uff1a\u6bd4\u8f83 \u9884\u6d4b\u7cd6\u5ea6 \u548c \u53ca\u683c\u7ebf\uff0c\u51b3\u5b9a\u8fd4\u56de \"\u7eff\u706f\" \u8fd8\u662f \"\u7ea2\u706f\"\n    if predicted_brix >= threshold:\n        return \"\ud83d\udfe2 \u7eff\u706f\"  # \u8fbe\u6807\uff0c\u53ef\u4ee5\u91c7\u6458\n    else:\n        return \"\ud83d\udd34 \u7ea2\u706f\"  # \u4e0d\u8fbe\u6807\uff0c\u4e0d\u8981\u91c7\u6458\n\n# \u4f7f\u7528\u793a\u4f8b\nlight_color = get_light_color(predicted_brix, user_selection, config_map)\nshow_to_farmer(light_color)  # \u663e\u793a\uff1a\ud83d\udd34 \u7ea2\u706f<\/code><\/pre>\n\n\n\n<p>\u5982\u679c\u6211\u4eec\u5728\u679c\u56ed\u5b9e\u5730\u6d4b\u8bd5\u65f6\u53d1\u73b0\uff0c\u867d\u7136\u6a21\u578b\u8dd1\u5f97\u52a8\u4e86\uff0c\u4f46\u662f\u624b\u673a\u53d1\u70ed\u975e\u5e38\u4e25\u91cd\uff0c\u800c\u4e14\u6bcf\u8bc6\u522b\u4e00\u4e32\u8461\u8404\u90fd\u8981\u8017\u7535\u5f88\u5feb\u3002\ud83d\udd0b\ud83d\udd25<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u201c\u529f\u8017\u201d\u95ee\u9898\uff0c\u9664\u4e86\u7ee7\u7eed\u538b\u7f29\u6a21\u578b\uff0c\u6211\u4eec\u5728<strong>\u8f6f\u4ef6\u903b\u8f91<\/strong>\u4e0a\u5176\u5b9e\u8fd8\u6709\u4e00\u4e2a\u5f88\u7b80\u5355\u7684\u4f18\u5316\u624b\u6bb5\u3002<\/p>\n\n\n\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u6444\u50cf\u5934\u662f\u5b9e\u65f6\u5f00\u542f\u7684\uff0c\u6bcf\u79d2\u949f\u53ef\u80fd\u4f1a\u6355\u6349 30 \u5e27\u753b\u9762\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f15\u5bfc\u6027\u95ee\u9898\uff1a<\/strong> \u6211\u4eec\u771f\u7684\u9700\u8981\u5bf9\u8fd9\u6bcf\u79d2 30 \u5e27\u753b\u9762\u91cc\u7684\u6bcf\u4e00\u5e27\u90fd\u8fdb\u884c\u4e00\u6b21\u590d\u6742\u7684 AI \u8fd0\u7b97\u5417\uff1f\u5982\u679c\u4e0d\u8fd9\u6837\u505a\uff0c\u6211\u4eec\u53ef\u4ee5\u600e\u4e48\u8bbe\u7f6e\u89e6\u53d1\u8bc6\u522b\u7684\u673a\u5236\u6765\u7701\u7535\uff1f\n<ul class=\"wp-block-list\">\n<li>\u7528\u6237\u624b\u52a8\u70b9\u51fb\u62cd\u6444\uff0c\u624d\u5f00\u542f\u6444\u50cf\u5934\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u8fd9\u6837\u7406\u89e3\u5b83\u7684\u4f18\u52bf\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89c6\u9891\u6d41\u6a21\u5f0f<\/strong>\uff1a\u5c31\u50cf\u8ba9 AI \u6bcf\u79d2\u949f\u505a 30 \u6b21\u9ad8\u8003\u9898\uff0c\u624b\u673a\u5f88\u5feb\u5c31\u4f1a\u53d1\u70eb\u3001\u6ca1\u7535\u3002\ud83d\udd25<\/li>\n\n\n\n<li><strong>\u62cd\u7167\u6a21\u5f0f\uff08\u4f60\u7684\u65b9\u6848\uff09<\/strong>\uff1a\u7528\u6237\u8d1f\u8d23\u201c\u7784\u51c6\u201d\uff08\u8fd9\u53ea\u7528\u5f88\u5c11\u7684\u7535\uff09\uff0c\u53ea\u6709\u5f53\u6309\u4e0b\u6309\u94ae\u7684\u90a3\u4e00\u77ac\u95f4\uff0cAI \u624d\u9192\u8fc7\u6765\u505a\u4e00\u6b21\u9898\u3002\u26a1\ufe0f<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u54ea\u6015\u6211\u4eec\u7684\u6a21\u578b\u7a0d\u5fae\u5927\u4e00\u70b9\uff0c\u4e5f\u4e0d\u4f1a\u5f71\u54cd\u4f7f\u7528\u4f53\u9a8c\u4e86\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-dots\"\/>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">\u603b\u7ed3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83c\udf89 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