{"id":4343,"date":"2026-01-06T14:48:02","date_gmt":"2026-01-06T06:48:02","guid":{"rendered":"https:\/\/www.leexinghai.com\/aic\/?p=4343"},"modified":"2026-01-13T13:25:34","modified_gmt":"2026-01-13T05:25:34","slug":"aifinal","status":"publish","type":"post","link":"https:\/\/www.leexinghai.com\/aic\/aifinal\/","title":{"rendered":"K60111-\u671f\u672b\u5927\u4f5c\u4e1a-\u57fa\u4e8eYOLO11n\u7684\u6d59\u6c5f\u519c\u6797\u5927\u5b66\u975e\u673a\u52a8\u8f66\u8bc6\u522b\u8ba1\u6570"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-text-align-center\"><br>\u8003\u6838\u5185\u5bb9<\/h2>\n\n\n\n<p>\u5728\u4ee5\u4e0b\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\u8bfe\u9898\u4f5c\u4e3a\u671f\u672b\u4f5c\u4e1a\uff1a<\/p>\n\n\n\n<p>\u5e94\u7528\u573a\u666f1\uff1a\u4eba\u5458\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\uff1a\u4eba\u5458\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\u5728\u516c\u5171\u5b89\u5168\u4e0e\u5b89\u9632\u76d1\u63a7\u3001\u5546\u4e1a\u4e0e\u96f6\u552e\u4f18\u5316\u3001\u4ea4\u901a\u7ba1\u7406\u4e0e\u57ce\u5e02\u89c4\u5212\u3001\u75ab\u60c5\u9632\u63a7\u4e0e\u516c\u5171\u536b\u751f\u3001\u5de5\u4e1a\u4e0e\u5de5\u5730\u7ba1\u7406\u3001\u5927\u578b\u6d3b\u52a8\u7ba1\u7406\u7b49\u65b9\u9762\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n\n\n\n<p>\u5e94\u7528\u573a\u666f2\uff1a\u975e\u673a\u52a8\u8f66\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\uff1a\u975e\u673a\u52a8\u8f66\uff08\u5982\u81ea\u884c\u8f66\u3001\u7535\u52a8\u81ea\u884c\u8f66\u3001\u4e09\u8f6e\u8f66\u7b49\uff09\u7684\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\u6280\u672f\u5728\u667a\u6167\u4ea4\u901a\u3001\u57ce\u5e02\u7ba1\u7406\u548c\u516c\u5171\u5b89\u5168\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u975e\u673a\u52a8\u8f66\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\u53ef\u63d0\u5347\u4ea4\u901a\u6548\u7387\u3001\u4fdd\u969c\u5b89\u5168\u3001\u4f18\u5316\u57ce\u5e02\u7ba1\u7406\uff0c\u5e76\u52a9\u529b\u5171\u4eab\u7ecf\u6d4e\u548c\u667a\u6167\u57ce\u5e02\u5efa\u8bbe\u3002\u968f\u7740AI\u548c\u7269\u8054\u7f51\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5176\u5e94\u7528\u573a\u666f\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002<\/p>\n\n\n\n<p>\u5e94\u7528\u573a\u666f3\uff1a\u9e21\u7fa4\u8ddf\u8e2a\u8bc6\u522b:&nbsp;\u9e21\u7fa4\u8ddf\u8e2a\u8bc6\u522b\uff08\u57fa\u4e8e\u8ba1\u7b97\u673a\u89c6\u89c9\u3001RFID\u3001\u7269\u8054\u7f51\u7b49\u6280\u672f\uff09\u5728\u73b0\u4ee3\u5316\u517b\u6b96\u3001\u98df\u54c1\u5b89\u5168\u548c\u519c\u4e1a\u7ba1\u7406\u4e2d\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002\u9e21\u7fa4\u8ddf\u8e2a\u8bc6\u522b\u6280\u672f\u901a\u8fc7\u6570\u5b57\u5316\u624b\u6bb5\u63d0\u5347\u517b\u6b96\u6548\u7387\u3001\u4fdd\u969c\u52a8\u7269\u5065\u5eb7\u548c\u98df\u54c1\u5b89\u5168\uff0c\u662f\u667a\u6167\u519c\u4e1a\u7684\u6838\u5fc3\u5e94\u7528\u4e4b\u4e00\u3002\u968f\u7740AI\u548c\u7269\u8054\u7f51\u6210\u672c\u964d\u4f4e\uff0c\u672a\u6765\u5c06\u52a0\u901f\u5411\u4e2d\u5c0f\u578b\u517b\u6b96\u573a\u666e\u53ca\uff0c\u63a8\u52a8\u755c\u7267\u4e1a\u53ef\u6301\u7eed\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u5e94\u7528\u573a\u666f4\uff1a\u5ba2\u6d41\u4eba\u6570\u7edf\u8ba1\u8bc6\u522b:&nbsp;\u5ba2\u6d41\u4eba\u6570\u7edf\u8ba1\u8bc6\u522b\u6280\u672f\uff08\u57fa\u4e8e\u89c6\u9891\u5206\u6790\u3001Wi-Fi\u63a2\u9488\u3001\u7ea2\u5916\u611f\u5e94\u3001AI\u6444\u50cf\u5934\u7b49\u624b\u6bb5\uff09\u5728\u5546\u4e1a\u8fd0\u8425\u3001\u516c\u5171\u5b89\u5168\u3001\u57ce\u5e02\u89c4\u5212\u7b49\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u4ef7\u503c\u3002\u5ba2\u6d41\u7edf\u8ba1\u4e0d\u4ec5\u662f\u201c\u6570\u4eba\u5934\u201d\uff0c\u66f4\u662f\u901a\u8fc7\u6570\u636e\u4f18\u5316\u8d44\u6e90\u5206\u914d\u3001\u63d0\u5347\u5b89\u5168\u6027\u548c\u5546\u4e1a\u6548\u76ca\u7684\u5173\u952e\u5de5\u5177\u3002\u968f\u77405G\u548cAI\u8fb9\u7f18\u8ba1\u7b97\u7684\u53d1\u5c55\uff0c\u672a\u6765\u5c06\u5411\u5b9e\u65f6\u5316\u3001\u9884\u6d4b\u5316\u548c\u5168\u573a\u666f\u878d\u5408\u65b9\u5411\u6f14\u8fdb\uff0c\u6210\u4e3a\u667a\u6167\u57ce\u5e02\u7684\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p><a><\/a>\u5e94\u7528\u573a\u666f5\uff1a\u53e4\u6811\u540d\u6728\u5065\u5eb7\u667a\u80fd\u76d1\u6d4b\u4fdd\u62a4\uff08\u57fa\u4e8e\u7269\u8054\u7f51\u4f20\u611f\u5668\u3001\u65e0\u4eba\u673a\u9065\u611f\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u4eba\u5de5\u667a\u80fd\u5206\u6790\u7b49\u6280\u672f\uff09\u5728\u751f\u6001\u73af\u5883\u4fdd\u62a4\u3001\u6587\u5316\u9057\u4ea7\u4f20\u627f\u53ca\u6797\u4e1a\u53ef\u6301\u7eed\u53d1\u5c55\u4e2d\u5177\u6709\u91cd\u8981\u4ef7\u503c\u3002\u8be5\u6280\u672f\u901a\u8fc7\u667a\u80fd\u5316\u624b\u6bb5\u5b9e\u73b0\u53e4\u6811\u751f\u957f\u72b6\u6001\u5b9e\u65f6\u76d1\u6d4b\u3001\u75c5\u866b\u5bb3\u65e9\u671f\u9884\u8b66\u4e0e\u5f02\u5e38\u98ce\u9669\u8bc4\u4f30\uff0c\u663e\u8457\u63d0\u5347\u7ba1\u62a4\u6548\u7387\u4e0e\u79d1\u5b66\u51b3\u7b56\u6c34\u5e73\uff0c\u662f\u843d\u5b9e\u56fd\u5bb6\u751f\u6001\u6587\u660e\u5efa\u8bbe\u4e0e\u53e4\u6811\u4fdd\u62a4\u6cd5\u5f8b\u8981\u6c42\u7684\u5173\u952e\u4e3e\u63aa\u3002\u968f\u7740\u4f20\u611f\u5668\u6210\u672c\u4e0b\u964d\u4e0eAI\u7b97\u6cd5\u6210\u719f\uff0c\u672a\u6765\u5c06\u671d\u7740\u5168\u65f6\u76d1\u6d4b\u3001\u667a\u80fd\u8bca\u65ad\u3001\u9884\u6d4b\u6027\u7ef4\u62a4\u53ca\u516c\u4f17\u53c2\u4e0e\u5f0f\u4fdd\u62a4\u65b9\u5411\u53d1\u5c55\uff0c\u5f62\u6210\u8986\u76d6\u5168\u56fd\u7684\u53e4\u6811\u667a\u80fd\u4fdd\u62a4\u7f51\u7edc\uff0c\u52a9\u529b\u751f\u7269\u591a\u6837\u6027\u4fdd\u62a4\u4e0e\u6587\u5316\u4f20\u627f\u3002<\/p>\n\n\n\n<p><br>\u8bf7\u81ea\u884c\u83b7\u53d6\u89c6\u9891\u6d41\uff08\u573a\u666f1-4\uff09\u6216\u6570\u636e\uff08\u573a\u666f5\uff09\u8fdb\u884c\u76ee\u6807\u51fa\u73b0\u8bc6\u522b\uff08\u573a\u666f1-4\uff09\u548c\u5f02\u5e38\u76d1\u6d4b\uff08\u573a\u666f5\uff09\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e1a\u8981\u6c42\uff1a\u7b2c\u4e00\uff0c\u63d0\u4ea4\u6240\u7528\u539f\u59cb\u6570\u636e\u3001\u5b9e\u9a8c\u6570\u636e\u53ca\u6807\u7b7e\u6570\u636e\uff1b\u63d0\u4ea4\u8bad\u7ec3\u53c2\u6570\u3001\u5e73\u53f0\u53ca\u6a21\u578b\u4ee3\u7801\uff08\u8981\u6c42\u80fd\u591f\u590d\u73b0\uff09\uff1b\u7b2c\u4e8c\uff0c\u5b9e\u9a8c\u573a\u666f\u8d8b\u4e8e\u73b0\u5b9e\u4e16\u754c\u5e94\u7528\u573a\u666f\u3002\u7b2c\u4e09\uff0c\u63d0\u4ea4\u7a0b\u5e8f\u8fd0\u884c\u7684\u89c6\u9891\u3001\u63d0\u4ea4\u4e0d\u5c11\u4e8e5000\u5b57\u7684\u9879\u76ee\u62a5\u544a\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>0.\u4f5c\u4e1a\u7c7b\u578b\uff1a\u5e94\u7528\u573a\u666f2<\/p>\n\n\n\n<p>1.\u6d4b\u8bd5\u6548\u679c<\/p>\n\n\n\n<p>1.1\u89c6\u9891\u6d41\uff08\u5e26\u5bbd\u6709\u9650\uff0c\u5982\u679c\u7ecf\u5e38\u7f13\u51b2\u8bf7\u5148\u6682\u505c\u4e00\u4f1a\u7b49\u5f85\u7f13\u51b2\u5b8c\u6210\uff09<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"720\" style=\"aspect-ratio: 1280 \/ 720;\" width=\"1280\" controls src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2026\/01\/\u5b9e\u5730\u62cd\u6444\u89c6\u989112121.mp4\"><\/video><\/figure>\n\n\n\n<p>1.2\u7ed3\u679c\u6d41\uff08\u5e26\u5bbd\u6709\u9650\uff0c\u5982\u679c\u7ecf\u5e38\u7f13\u51b2\u8bf7\u5148\u6682\u505c\u4e00\u4f1a\u7b49\u5f85\u7f13\u51b2\u5b8c\u6210\uff09<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"308\" style=\"aspect-ratio: 544 \/ 308;\" width=\"544\" controls src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2026\/01\/bandicam-2026-01-06-14-37-49-371.mp4\" playsinline><\/video><\/figure>\n\n\n\n<p>2.\u8bad\u7ec3\u53c2\u6570<\/p>\n\n\n\n<p>\u989c\u8272\u589e\u5f3a<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; hsv_h=0.015, &nbsp; &nbsp; &nbsp;# \u8272\u8c03\u589e\u5f3a<br>&nbsp; &nbsp; &nbsp; &nbsp; hsv_s=0.7, &nbsp; &nbsp; &nbsp; &nbsp;# \u9971\u548c\u5ea6\u589e\u5f3a\uff08\u589e\u5f3a\u989c\u8272\u53d8\u5316\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; hsv_v=0.4, &nbsp; &nbsp; &nbsp; &nbsp;# \u660e\u5ea6\u589e\u5f3a\uff08\u589e\u5f3a\u5149\u7167\u53d8\u5316\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp;<br>&nbsp; &nbsp; &nbsp; &nbsp; # \u51e0\u4f55\u53d8\u6362<br>&nbsp; &nbsp; &nbsp; &nbsp; degrees=15, &nbsp; &nbsp; &nbsp; # \u65cb\u8f6c\u89d2\u5ea6\uff08\u00b115\u5ea6\uff0c\u589e\u52a0\u89d2\u5ea6\u53d8\u5316\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; translate=0.15, &nbsp; # \u5e73\u79fb\uff0815%\uff0c\u589e\u52a0\u4f4d\u7f6e\u53d8\u5316\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; scale=0.6, &nbsp; &nbsp; &nbsp; &nbsp;# \u7f29\u653e\uff0840%-160%\uff0c\u589e\u52a0\u5c3a\u5ea6\u53d8\u5316\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; shear=3, &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;# \u526a\u5207\uff08\u00b13\u5ea6\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; perspective=0.0001, &nbsp;# \u900f\u89c6\u53d8\u6362\uff08\u8f7b\u5fae\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; flipud=0.0, &nbsp; &nbsp; &nbsp; # \u4e0a\u4e0b\u7ffb\u8f6c\uff08\u5173\u95ed\uff0c\u8f66\u8f86\u4e0d\u5e94\u8be5\u4e0a\u4e0b\u7ffb\u8f6c\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; fliplr=0.5, &nbsp; &nbsp; &nbsp; # \u5de6\u53f3\u7ffb\u8f6c\uff0850%\u6982\u7387\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp;<br>&nbsp; &nbsp; &nbsp; &nbsp; # \u9ad8\u7ea7\u589e\u5f3a<br>&nbsp; &nbsp; &nbsp; &nbsp; mosaic=1.0, &nbsp; &nbsp; &nbsp; # \u9a6c\u8d5b\u514b\u589e\u5f3a\uff08100%\u6982\u7387\uff0c\u589e\u52a0\u80cc\u666f\u591a\u6837\u6027\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; mixup=0.15, &nbsp; &nbsp; &nbsp; # \u6df7\u5408\u589e\u5f3a\uff0815%\u6982\u7387\uff0c\u589e\u52a0\u7c7b\u522b\u95f4\u6df7\u5408\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp; copy_paste=0.1, &nbsp; # \u590d\u5236\u7c98\u8d34\u589e\u5f3a\uff0810%\u6982\u7387\uff0c\u5982\u679c\u652f\u6301\uff09<br>&nbsp; &nbsp; &nbsp; &nbsp;<br>&nbsp; &nbsp; &nbsp; &nbsp; # ========== \u4f18\u5316\u5668\u53c2\u6570 ==========<br>&nbsp; &nbsp; &nbsp; &nbsp; optimizer='AdamW', <br>&nbsp; &nbsp; &nbsp; &nbsp; lr0=0.001, &nbsp; &nbsp; &nbsp; &nbsp; # \u521d\u59cb\u5b66\u4e60\u7387<br>&nbsp; &nbsp; &nbsp; &nbsp; lrf=0.01, &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;# \u6700\u7ec8\u5b66\u4e60\u7387\u56e0\u5b50<br>&nbsp; &nbsp; &nbsp; &nbsp; momentum=0.937,<br>&nbsp; &nbsp; &nbsp; &nbsp; weight_decay=0.0005,<br>&nbsp; &nbsp; &nbsp; &nbsp; warmup_epochs=3, &nbsp; # \u9884\u70ed\u8f6e\u6570<br>&nbsp; &nbsp; &nbsp; &nbsp; warmup_momentum=0.8,<br>&nbsp; &nbsp; &nbsp; &nbsp; warmup_bias_lr=0.1,<\/p>\n\n\n\n<p>3.\u5e73\u53f0<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u540d\u79f0<\/td><td>\u914d\u7f6e<\/td><\/tr><tr><td>CPU<\/td><td>R9-9950X3D<\/td><\/tr><tr><td>GPU<\/td><td>RTX5090<\/td><\/tr><tr><td>CUDA<\/td><td>13.1<\/td><\/tr><tr><td>PYTHON<\/td><td>3.10.19<\/td><\/tr><tr><td>PYTORCH<\/td><td>2.10.0.dev20251026+cu130<\/td><\/tr><tr><td>\u64cd\u4f5c\u7cfb\u7edf<\/td><td>Ubuntu24.04LTS<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>4.\u4ee3\u7801\uff08Github\uff09<\/p>\n\n\n\n<p><a href=\"https:\/\/github.com\/CrystalChanB31\/yolo11n_reg_zafu_bikes\">CrystalChanB31\/yolo11n_reg_zafu_bikes: \u57fa\u4e8eYOLO11N\u7684\u6d59\u6c5f\u519c\u6797\u5927\u5b66\u6821\u5185\u975e\u673a\u52a8\u8f66\u8bc6\u522b<\/a><\/p>\n\n\n\n<p>\u7528\u6cd5\u89c1Github<\/p>\n\n\n\n<p>5.\u8bba\u6587<\/p>\n\n\n\n<p>\u72b6\u6001\uff1a\u5728\u6295<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8003\u6838\u5185\u5bb9 \u5728\u4ee5\u4e0b\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u9009\u62e9\u5176\u4e2d\u4e00\u4e2a\u8bfe\u9898\u4f5c\u4e3a\u671f\u672b\u4f5c\u4e1a\uff1a \u5e94\u7528\u573a\u666f1\uff1a\u4eba\u5458\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b\uff1a\u4eba\u5458\u8ddf\u8e2a\u53ca\u6570\u91cf\u8bc6\u522b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2897,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4343","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-zafurgznjsyyy"],"_links":{"self":[{"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/posts\/4343","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/comments?post=4343"}],"version-history":[{"count":6,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/posts\/4343\/revisions"}],"predecessor-version":[{"id":4371,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/posts\/4343\/revisions\/4371"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/media\/2897"}],"wp:attachment":[{"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/media?parent=4343"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/categories?post=4343"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.leexinghai.com\/aic\/wp-json\/wp\/v2\/tags?post=4343"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}