{"id":6584,"date":"2025-09-29T11:25:09","date_gmt":"2025-09-29T03:25:09","guid":{"rendered":"https:\/\/xinchewhd.com.cn\/?p=6584"},"modified":"2025-09-29T11:25:09","modified_gmt":"2025-09-29T03:25:09","slug":"yolov8%e8%af%86%e5%88%ab%e5%b0%8f%e6%a0%b7%e6%9c%ac%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e3%80%81%e7%a9%ba%e4%b8%ad%e7%9b%ae%e6%a0%87%e8%af%86%e5%88%ab%e9%9d%9e%e6%b3%95%e5%85%a5%e4%be%b5%e7%9a%84","status":"publish","type":"post","link":"https:\/\/xinchewhd.com.cn\/index.php\/yolo\/yolov8%e8%af%86%e5%88%ab%e5%b0%8f%e6%a0%b7%e6%9c%ac%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e3%80%81%e7%a9%ba%e4%b8%ad%e7%9b%ae%e6%a0%87%e8%af%86%e5%88%ab%e9%9d%9e%e6%b3%95%e5%85%a5%e4%be%b5%e7%9a%84\/","title":{"rendered":"YOLOV8\u8bc6\u522b\u5c0f\u6837\u672c\u76ee\u6807\u68c0\u6d4b\u3001\u7a7a\u4e2d\u76ee\u6807\u8bc6\u522b\u975e\u6cd5\u5165\u4fb5\u7684\u65e0\u4eba\u673a \u7a7a\u4e2d\u98de\u884c\u7269\uff0c\u9e1f \u76f4\u5347\u673a \u98de\u884c\u7269\u68c0\u6d4b-\u65e0\u4eba\u673a\u5c0f\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6"},"content":{"rendered":"\n<p>\u4f7f\u7528&nbsp;<strong>YOLOv8<\/strong>&nbsp;\u8bad\u7ec3\u548c\u63a8\u7406\u4e00\u4e2a\u5305\u542b 4 \u79cd\u68c0\u6d4b\u76ee\u6807\uff08\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u7c7b\u98de\u884c\u7269\u4f53\u3001\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u9e1f\uff09\u7684\u98de\u884c\u7269-\u65e0\u4eba\u673a\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u7ae0\u76ee\u5f55<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>**\u98de\u884c\u7269-\u65e0\u4eba\u673a\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u4fe1\u606f\u8868**<\/li>\n\n\n\n<li>**\u7c7b\u522b\u6807\u7b7e\u5bf9\u7167\u8868**<\/li>\n\n\n\n<li>**\u6570\u636e\u96c6\u7279\u70b9\u603b\u7ed3**<\/li>\n\n\n\n<li>**\u5178\u578b\u5e94\u7528\u65b9\u5411**<\/li>\n\n\n\n<li>\u2705 \u4e00\u3001\u73af\u5883\u914d\u7f6e\n<ul class=\"wp-block-list\">\n<li>1. \u5b89\u88c5 CUDA \u9a71\u52a8\uff08GPU \u52a0\u901f\uff09<\/li>\n\n\n\n<li>2. \u5b89\u88c5 Anaconda<\/li>\n\n\n\n<li>3. \u521b\u5efa Python \u865a\u62df\u73af\u5883<\/li>\n\n\n\n<li>4. \u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 \u4e8c\u3001\u6570\u636e\u96c6\u7ed3\u6784\u4e0e `data.yaml` \u914d\u7f6e\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u76ee\u5f55\u7ed3\u6784<\/li>\n\n\n\n<li>\u521b\u5efa `data.yaml`<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 \u4e09\u3001\u8c03\u7528 YOLOv8 \u5b98\u65b9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3<\/li>\n\n\n\n<li>\u2705 \u56db\u3001\u63a8\u7406\u4ee3\u7801\uff08\u5355\u56fe \/ \u6279\u91cf \/ \u89c6\u9891\uff09\n<ul class=\"wp-block-list\">\n<li>1. \u5355\u5f20\u56fe\u50cf\u63a8\u7406<\/li>\n\n\n\n<li>2. \u6279\u91cf\u56fe\u50cf\u63a8\u7406<\/li>\n\n\n\n<li>3. \u89c6\u9891\u68c0\u6d4b\uff08\u5982\u76d1\u63a7\u89c6\u9891\uff09<\/li>\n\n\n\n<li>4. \u5b9e\u65f6\u6444\u50cf\u5934\u68c0\u6d4b\uff08OpenCV\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 \u4e94\u3001\u6a21\u578b\u8bc4\u4f30\uff08\u9a8c\u8bc1\u96c6 + \u6d4b\u8bd5\u96c6\uff09\n<ul class=\"wp-block-list\">\n<li>1. \u5728\u9a8c\u8bc1\u96c6\u4e0a\u8bc4\u4f30<\/li>\n\n\n\n<li>2. \u5728\u6d4b\u8bd5\u96c6\u4e0a\u72ec\u7acb\u8bc4\u4f30\uff08\u63a8\u8350\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 \u516d\u3001\u53ef\u89c6\u5316\u4e0e\u5206\u6790\n<ul class=\"wp-block-list\">\n<li>1. \u4f7f\u7528\u4e2d\u6587\u6807\u7b7e\u663e\u793a<\/li>\n\n\n\n<li>2. \u67e5\u770b\u8bad\u7ec3\u66f2\u7ebf<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u2705 \u4e03\u3001\u6a21\u578b\u5bfc\u51fa\uff08ONNX \/ TensorRT \/ TFLite\uff09<\/li>\n<\/ul>\n\n\n\n<p><br>\u4ee5\u4e0b\u6587\u5b57\u53ca\u4ee3\u7801\u4ec5\u4f9b\u53c2\u8003\u5b66\u4e60\u4f7f\u7528\u3002<br><img decoding=\"async\" class=\"lazyload\"alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" data-src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\"><noscript><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0\"><\/noscript><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u98de\u884c\u7269-\u65e0\u4eba\u673a\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u4fe1\u606f\u8868<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9879\u76ee<\/th><th>\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6570\u636e\u96c6\u540d\u79f0<\/strong><\/td><td>\u98de\u884c\u7269-\u65e0\u4eba\u673a\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6<\/td><\/tr><tr><td><strong>\u603b\u56fe\u50cf\u6570\u91cf<\/strong><\/td><td>1,700 \u5f20<\/td><\/tr><tr><td><strong>\u56fe\u50cf\u7c7b\u578b<\/strong><\/td><td>\u7a7a\u4e2d\u98de\u884c\u7269\u822a\u62cd\u6216\u8fdc\u8ddd\u79bb\u62cd\u6444\u56fe\u50cf<\/td><\/tr><tr><td><strong>\u76ee\u6807\u7c7b\u522b<\/strong><\/td><td>4 \u7c7b\u98de\u884c\u76ee\u6807<\/td><\/tr><tr><td><strong>\u6807\u6ce8\u683c\u5f0f<\/strong><\/td><td><code>.txt<\/code>\uff08YOLO \u683c\u5f0f\uff0c\u5f52\u4e00\u5316\u5750\u6807\uff09<\/td><\/tr><tr><td><strong>\u9002\u7528\u6a21\u578b<\/strong><\/td><td>YOLO \u7cfb\u5217\uff08YOLOv5\u3001YOLOv8\u3001YOLOv11\u7b49\uff09\uff0c\u53ef\u76f4\u63a5\u7528\u4e8e\u8bad\u7ec3<\/td><\/tr><tr><td><strong>\u5e94\u7528\u573a\u666f<\/strong><\/td><td>\u65e0\u4eba\u673a\u8bc6\u522b\u3001\u4f4e\u7a7a\u5b89\u9632\u3001\u9e1f\u7fa4\u4e0e\u98de\u884c\u5668\u533a\u5206\u3001\u7a7a\u4e2d\u76ee\u6807\u76d1\u63a7<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7c7b\u522b\u6807\u7b7e\u5bf9\u7167\u8868<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7c7b\u522b\u7f16\u53f7<\/th><th>\u82f1\u6587\u540d\u79f0<\/th><th>\u4e2d\u6587\u540d\u79f0<\/th><th>\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td>0<\/td><td>Airplane type UAVs<\/td><td>\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a<\/td><td>\u56fa\u5b9a\u7ffc\u65e0\u4eba\u673a\uff0c\u5916\u5f62\u7c7b\u4f3c\u5c0f\u578b\u98de\u673a<\/td><\/tr><tr><td>1<\/td><td>FlyLike objects<\/td><td>\u7c7b\u98de\u884c\u7269\u4f53<\/td><td>\u5f62\u72b6\u6216\u8fd0\u52a8\u7c7b\u4f3c\u98de\u884c\u5668\u7684\u6f02\u6d6e\u7269\uff08\u5982\u98ce\u7b5d\u3001\u5851\u6599\u888b\u7b49\uff09<\/td><\/tr><tr><td>2<\/td><td>Helicopter type UAVs<\/td><td>\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a<\/td><td>\u591a\u65cb\u7ffc\u6216\u5355\u65cb\u7ffc\u65e0\u4eba\u673a\uff0c\u7c7b\u4f3c\u76f4\u5347\u673a\u98de\u884c\u65b9\u5f0f<\/td><\/tr><tr><td>3<\/td><td>bird<\/td><td>\u9e1f<\/td><td>\u81ea\u7136\u98de\u884c\u751f\u7269\uff0c\u7528\u4e8e\u533a\u5206\u771f\u5b9e\u9e1f\u7c7b\u4e0e\u65e0\u4eba\u673a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u6570\u636e\u96c6\u7279\u70b9\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7279\u70b9<\/th><th>\u63cf\u8ff0<\/th><\/tr><\/thead><tbody><tr><td>\u2705&nbsp;<strong>\u9ad8\u8d28\u91cf\u6807\u6ce8<\/strong><\/td><td>\u6240\u6709\u56fe\u50cf\u5747\u5df2\u6807\u6ce8\uff0c\u6807\u6ce8\u6587\u4ef6\u4e3a\u6807\u51c6 YOLO&nbsp;<code>.txt<\/code>&nbsp;\u683c\u5f0f<\/td><\/tr><tr><td>\u2705&nbsp;<strong>\u5f00\u7bb1\u5373\u7528<\/strong><\/td><td>\u652f\u6301\u76f4\u63a5\u5bfc\u5165 YOLO \u6846\u67b6\u8fdb\u884c\u8bad\u7ec3\u4e0e\u9a8c\u8bc1<\/td><\/tr><tr><td>\u2705&nbsp;<strong>\u771f\u5b9e\u573a\u666f\u8986\u76d6<\/strong><\/td><td>\u5305\u542b\u8fdc\u8ddd\u79bb\u3001\u5c0f\u76ee\u6807\u3001\u5929\u7a7a\u80cc\u666f\u4e0b\u7684\u98de\u884c\u7269\u56fe\u50cf<\/td><\/tr><tr><td>\u2705&nbsp;<strong>\u6297\u5e72\u6270\u8bbe\u8ba1<\/strong><\/td><td>\u5305\u542b\u201c\u7c7b\u98de\u884c\u7269\u4f53\u201d\u548c\u201c\u9e1f\u7c7b\u201d\uff0c\u6709\u52a9\u4e8e\u63d0\u5347\u6a21\u578b\u5728\u590d\u6742\u73af\u5883\u4e2d\u7684\u5224\u522b\u80fd\u529b<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u2014<img decoding=\"async\" class=\"lazyload\"alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" data-src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGywvdmYZNib6WCKibiaOtnoVS0bgvFjrxID1q2GDdg4mE9GE3mRicic94eZYQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=1\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\"><noscript><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGywvdmYZNib6WCKibiaOtnoVS0bgvFjrxID1q2GDdg4mE9GE3mRicic94eZYQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=1\"><\/noscript><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5178\u578b\u5e94\u7528\u65b9\u5411<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4f4e\u7a7a\u5b89\u5168\u76d1\u63a7<\/strong>\uff1a\u8bc6\u522b\u975e\u6cd5\u5165\u4fb5\u7684\u65e0\u4eba\u673a\u3002<\/li>\n\n\n\n<li><strong>\u673a\u573a\/\u654f\u611f\u533a\u57df\u9632\u62a4<\/strong>\uff1a\u81ea\u52a8\u533a\u5206\u9e1f\u7c7b\u4e0e\u65e0\u4eba\u673a\uff0c\u9632\u6b62\u8bef\u5224\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u5de1\u68c0\u7cfb\u7edf<\/strong>\uff1a\u7528\u4e8e\u53cd\u65e0\u4eba\u673a\u7cfb\u7edf\uff08C-UAS\uff09\u7684\u76ee\u6807\u68c0\u6d4b\u6a21\u5757\u3002<\/li>\n\n\n\n<li><strong>\u79d1\u7814\u4e0e\u6559\u5b66<\/strong>\uff1a\u9002\u7528\u4e8e\u5c0f\u6837\u672c\u76ee\u6807\u68c0\u6d4b\u3001\u7a7a\u4e2d\u76ee\u6807\u8bc6\u522b\u7b49\u7814\u7a76\u8bfe\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1&nbsp;<strong>\u63d0\u793a<\/strong>\uff1a\u5982\u9700\u5212\u5206\u8bad\u7ec3\u96c6\/\u9a8c\u8bc1\u96c6\uff0c\u5efa\u8bae\u6309 8:2 \u6bd4\u4f8b\u5212\u5206\uff08\u8bad\u7ec3\u96c6 1,360 \u5f20\uff0c\u9a8c\u8bc1\u96c6 340 \u5f20\uff09\uff0c\u53ef\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u8bc4\u4f30\u53ef\u9760\u6027\u3002<\/p>\n<\/blockquote>\n\n\n\n<p><img decoding=\"async\" class=\"lazyload\"alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" data-src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyhH3OpwUiclxkiaQQXmmr5uUvZQmsNXoTHAIkVWz80w3REuAjFjic4mfZA\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=2\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\"><noscript><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyhH3OpwUiclxkiaQQXmmr5uUvZQmsNXoTHAIkVWz80w3REuAjFjic4mfZA\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=2\"><\/noscript><br>1<br><img decoding=\"async\" class=\"lazyload\"alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" data-src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGye1zEu1OJbmKusKw5XoqichqG8DGyicMgW3CKicTtTxxrrwKvkKe1CJCyw\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=3\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\"><noscript><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGye1zEu1OJbmKusKw5XoqichqG8DGyicMgW3CKicTtTxxrrwKvkKe1CJCyw\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=3\"><\/noscript><br>1<br>\u4f7f\u7528&nbsp;<strong>YOLOv8<\/strong>&nbsp;\u8bad\u7ec3\u548c\u63a8\u7406\u4e00\u4e2a\u5305\u542b 4 \u79cd\u68c0\u6d4b\u76ee\u6807\uff08\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u7c7b\u98de\u884c\u7269\u4f53\u3001\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u9e1f\uff09\u7684\u98de\u884c\u7269-\u65e0\u4eba\u673a\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\uff08\u51711700\u5f20\u56fe\u7247\uff09\uff0c\u6211\u4eec\u5c06\u4ece\u73af\u5883\u642d\u5efa\u3001\u6570\u636e\u51c6\u5907\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u63a8\u7406\u5230\u8bc4\u4f30\u63d0\u4f9b\u5b8c\u6574\u7684\u6280\u672f\u6d41\u7a0b\u4e0e\u4ee3\u7801\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u4e00\u3001\u73af\u5883\u914d\u7f6e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5b89\u88c5 CUDA \u9a71\u52a8\uff08GPU \u52a0\u901f\uff09<\/h3>\n\n\n\n<p>\u786e\u4fdd\u4f60\u7684 NVIDIA \u663e\u5361\u9a71\u52a8\u5df2\u5b89\u88c5\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>nvidia-smi<\/code><\/pre>\n\n\n\n<p>\u8f93\u51fa\u5e94\u663e\u793a GPU \u4fe1\u606f\u3002\u63a8\u8350\u4f7f\u7528&nbsp;<strong>CUDA 11.8 \u6216 12.1<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5b89\u88c5 Anaconda<\/h3>\n\n\n\n<p>\u4e0b\u8f7d\u5e76\u5b89\u88c5&nbsp;Anaconda\uff08Python 3.9+ \u63a8\u8350\uff09\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u521b\u5efa Python \u865a\u62df\u73af\u5883<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>conda create -n drone_yolo&nbsp;python=3.9<br>conda activate drone_yolo<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5b89\u88c5\u5fc5\u8981\u4f9d\u8d56<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5b89\u88c5 PyTorch\uff08\u4ee5 CUDA 11.8 \u4e3a\u4f8b\uff09<\/em><br>pip&nbsp;install&nbsp;torch torchvision torchaudio --index-url https:\/\/download.pytorch.org\/whl\/cu118<br><br><em># \u5b89\u88c5 YOLOv8 \u5b98\u65b9\u5e93<\/em><br>pip&nbsp;install&nbsp;ultralytics opencv-python numpy matplotlib tqdm scikit-learn<br><br><em># \u53ef\u9009\uff1aTensorBoard \u53ef\u89c6\u5316<\/em><br>pip&nbsp;install&nbsp;tensorboard<br><br><em># \u56fe\u50cf\u67e5\u770b\u5de5\u5177<\/em><br>pip&nbsp;install&nbsp;pillow<\/code><\/pre>\n\n\n\n<p>\u9a8c\u8bc1 GPU \u662f\u5426\u53ef\u7528\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>python&nbsp;-c&nbsp;\"import torch; print(torch.cuda.is_available())\"<br><em># \u5e94\u8f93\u51fa True<\/em><\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u4e8c\u3001\u6570\u636e\u96c6\u7ed3\u6784\u4e0e&nbsp;<code>data.yaml<\/code>&nbsp;\u914d\u7f6e<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u76ee\u5f55\u7ed3\u6784<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>drone_dataset\/<br>\u251c\u2500\u2500 images\/<br>\u2502 &nbsp; \u251c\u2500\u2500 train\/ &nbsp; &nbsp; &nbsp;# \u8bad\u7ec3\u96c6\u56fe\u50cf<br>\u2502 &nbsp; \u251c\u2500\u2500 val\/ &nbsp; &nbsp; &nbsp; &nbsp;# \u9a8c\u8bc1\u96c6\u56fe\u50cf<br>\u2502 &nbsp; \u2514\u2500\u2500 test\/ &nbsp; &nbsp; &nbsp; # \u6d4b\u8bd5\u96c6\u56fe\u50cf<br>\u251c\u2500\u2500 labels\/<br>\u2502 &nbsp; \u251c\u2500\u2500 train\/ &nbsp; &nbsp; &nbsp;# \u5bf9\u5e94\u7684 .txt \u6587\u4ef6 (YOLO \u683c\u5f0f)<br>\u2502 &nbsp; \u251c\u2500\u2500 val\/<br>\u2502 &nbsp; \u2514\u2500\u2500 test\/<br>\u2514\u2500\u2500 data.yaml &nbsp; &nbsp; &nbsp; # \u6570\u636e\u914d\u7f6e\u6587\u4ef6<\/code><\/pre>\n\n\n\n<p>\u5047\u8bbe\u6309\u7167 8:1:1 \u7684\u6bd4\u4f8b\u5212\u5206\uff0c\u5373\uff1ahttps:\/\/wxa.wxs.qq.com\/tmpl\/oc\/base_tmpl.html<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bad\u7ec3\u96c6\uff1a1360 \u5f20<\/li>\n\n\n\n<li>\u9a8c\u8bc1\u96c6\uff1a170 \u5f20<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u96c6\uff1a170 \u5f20<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u521b\u5efa&nbsp;<code>data.yaml<\/code><\/h3>\n\n\n\n<p>\u5728\u9879\u76ee\u6839\u76ee\u5f55\u521b\u5efa&nbsp;<code>data.yaml<\/code>&nbsp;\u6587\u4ef6\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><em># data.yaml<\/em><br>train:&nbsp;.\/drone_dataset\/images\/train<br>val:&nbsp;.\/drone_dataset\/images\/val<br>test:&nbsp;.\/drone_dataset\/images\/test &nbsp;<em># \u652f\u6301\u72ec\u7acb\u6d4b\u8bd5\u96c6\u8bc4\u4f30<\/em><br><br><em># \u7c7b\u522b\u6570\u91cf<\/em><br>nc:4<br><br><em># \u82f1\u6587\u7c7b\u522b\u540d\u79f0\uff08\u4e0e\u6807\u7b7e\u987a\u5e8f\u4e00\u81f4\uff09<\/em><br>names:<br>-&nbsp;Airplane type UAVs<br>-&nbsp;FlyLike objects<br>-&nbsp;Helicopter type UAVs<br>-&nbsp;bird<br><br><em># \u4e2d\u6587\u6620\u5c04\uff08\u7528\u4e8e\u53ef\u89c6\u5316\uff09<\/em><br>names_zh:<br>-&nbsp;\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a<br>-&nbsp;\u7c7b\u98de\u884c\u7269\u4f53<br>-&nbsp;\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a<br>-&nbsp;\u9e1f<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u26a0\ufe0f \u6ce8\u610f\uff1aYOLOv8 \u8981\u6c42&nbsp;<code>names<\/code>&nbsp;\u5217\u8868\u4e2d\u7684\u987a\u5e8f\u4e0e&nbsp;<code>.txt<\/code>&nbsp;\u6807\u6ce8\u4e2d\u7684\u7c7b\u522b ID \u5b8c\u5168\u5bf9\u5e94\uff08\u4ece 0 \u5f00\u59cb\uff09\u3002<\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u4e09\u3001\u8c03\u7528 YOLOv8 \u5b98\u65b9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3<\/h2>\n\n\n\n<p>\u7531\u4e8e\u6570\u636e\u91cf\u9002\u4e2d\uff081700\u5f20\uff09\uff0c\u5efa\u8bae\u4f7f\u7528&nbsp;<strong>YOLOv8m \u6216 YOLOv8l<\/strong>&nbsp;\u63d0\u5347\u5206\u7c7b\u7cbe\u5ea6\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;ultralytics&nbsp;import&nbsp;YOLO<br><br><em># \u52a0\u8f7d\u5b98\u65b9\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u63a8\u8350\u4f7f\u7528 yolov8m.pt\uff09<\/em><br>model&nbsp;=&nbsp;YOLO('yolov8m.pt')<em># \u81ea\u52a8\u4e0b\u8f7d\u9884\u8bad\u7ec3\u6743\u91cd<\/em><br><br><em># \u5f00\u59cb\u8bad\u7ec3<\/em><br>results&nbsp;=&nbsp;model.train(<br>&nbsp; &nbsp; data='data.yaml',<em># \u6570\u636e\u914d\u7f6e\u6587\u4ef6<\/em><br>&nbsp; &nbsp; epochs=150,<em># \u8bad\u7ec3\u8f6e\u6570<\/em><br>&nbsp; &nbsp; batch=32,<em># \u6839\u636e\u663e\u5b58\u8c03\u6574\uff08RTX 3090 \u53ef\u7528 64\uff09<\/em><br>&nbsp; &nbsp; imgsz=640,<em># \u8f93\u5165\u5c3a\u5bf8\uff08\u53ef\u5c1d\u8bd5 800 \u63d0\u5347\u5c0f\u76ee\u6807\u68c0\u6d4b\uff09<\/em><br>&nbsp; &nbsp; optimizer='AdamW',<em># \u66f4\u7a33\u5b9a\u4f18\u5316\u5668<\/em><br>&nbsp; &nbsp; lr0=0.001,<em># \u521d\u59cb\u5b66\u4e60\u7387<\/em><br>&nbsp; &nbsp; weight_decay=0.0005,<br>&nbsp; &nbsp; momentum=0.937,<br><br><em># \u6570\u636e\u589e\u5f3a\uff08\u63d0\u5347\u6cdb\u5316\u80fd\u529b\uff09<\/em><br>&nbsp; &nbsp; augment=True,<br>&nbsp; &nbsp; hsv_h=0.015,<em># \u8272\u8c03\u6270\u52a8<\/em><br>&nbsp; &nbsp; hsv_s=0.7,<br>&nbsp; &nbsp; hsv_v=0.4,<br>&nbsp; &nbsp; degrees=10.0,<em># \u968f\u673a\u65cb\u8f6c<\/em><br>&nbsp; &nbsp; translate=0.1,<br>&nbsp; &nbsp; scale=0.5,<br>&nbsp; &nbsp; shear=0.0,<br>&nbsp; &nbsp; flipud=0.0,<br>&nbsp; &nbsp; fliplr=0.5,<em># \u5de6\u53f3\u7ffb\u8f6c<\/em><br>&nbsp; &nbsp; mosaic=1.0,<em># Mosaic \u589e\u5f3a<\/em><br>&nbsp; &nbsp; mixup=0.1,<em># MixUp<\/em><br>&nbsp; &nbsp; copy_paste=0.1,<em># Copy-Paste\uff08\u5bf9\u5c0f\u76ee\u6807\u6709\u6548\uff09<\/em><br><br><em># \u6b63\u5219\u5316<\/em><br>&nbsp; &nbsp; dropout=0.2,<br>&nbsp; &nbsp; label_smoothing=0.1,<em># \u6807\u7b7e\u5e73\u6ed1\uff0c\u9632\u6b62\u8fc7\u62df\u5408<\/em><br><br><em># \u5b66\u4e60\u7387\u8c03\u5ea6<\/em><br>&nbsp; &nbsp; cos_lr=True,<em># \u4f59\u5f26\u9000\u706b\u5b66\u4e60\u7387<\/em><br><br><em># \u4fdd\u5b58\u4e0e\u65e5\u5fd7<\/em><br>&nbsp; &nbsp; project='runs\/train',<br>&nbsp; &nbsp; name='drone_yolov8m',<br>&nbsp; &nbsp; save=True,<br>&nbsp; &nbsp; save_period=10,<br>&nbsp; &nbsp; exist_ok=False,<br><br><em># \u7f13\u5b58\uff08\u5185\u5b58\u5145\u8db3\u65f6\u5f00\u542f\uff09<\/em><br>&nbsp; &nbsp; cache=False<br>)<\/code><\/pre>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\ud83d\udca1&nbsp;<strong>\u5efa\u8bae<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u82e5\u663e\u5b58\u4e0d\u8db3\uff0c\u6539\u7528\u00a0<code>yolov8s.pt<\/code>\u00a0\u6216\u964d\u4f4e\u00a0<code>batch=16<\/code><\/li>\n\n\n\n<li>\u53ef\u5c1d\u8bd5\u00a0<code>imgsz=800<\/code>\u00a0\u63d0\u5347\u8fdc\u5904\u5c0f\u76ee\u6807\u68c0\u6d4b\u80fd\u529b<\/li>\n\n\n\n<li>\u4f7f\u7528\u00a0<code>copy_paste<\/code>\u00a0\u589e\u5f3a\u7a00\u6709\u7c7b\u522b\uff08\u5982\u00a0<code>bird<\/code>\uff09<\/li>\n<\/ul>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u56db\u3001\u63a8\u7406\u4ee3\u7801\uff08\u5355\u56fe \/ \u6279\u91cf \/ \u89c6\u9891\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5355\u5f20\u56fe\u50cf\u63a8\u7406<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>from&nbsp;ultralytics&nbsp;import&nbsp;YOLO<br>from&nbsp;PIL&nbsp;import&nbsp;Image<br><br><em># \u52a0\u8f7d\u6700\u4f73\u6a21\u578b<\/em><br>model&nbsp;=&nbsp;YOLO('runs\/train\/drone_yolov8m\/weights\/best.pt')<br><br><em># \u63a8\u7406<\/em><br>results&nbsp;=&nbsp;model('test_drone.jpg',&nbsp;conf=0.4)<em># \u8bbe\u7f6e\u7f6e\u4fe1\u5ea6\u9608\u503c<\/em><br><br><em># \u663e\u793a\u7ed3\u679c<\/em><br>for&nbsp;r&nbsp;in&nbsp;results:<br>&nbsp; &nbsp; im_array&nbsp;=&nbsp;r.plot()<em># \u7ed8\u5236\u8fb9\u754c\u6846\u548c\u6807\u7b7e<\/em><br>&nbsp; &nbsp; im&nbsp;=&nbsp;Image.fromarray(im_array&#91;...,::-1])<em># BGR to RGB<\/em><br>&nbsp; &nbsp; im.show()<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u6279\u91cf\u56fe\u50cf\u63a8\u7406<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>results&nbsp;=&nbsp;model.predict(<br>&nbsp; &nbsp; source='drone_dataset\/images\/test',<br>&nbsp; &nbsp; save=True,<br>&nbsp; &nbsp; project='runs\/detect',<br>&nbsp; &nbsp; name='drone_test_results',<br>&nbsp; &nbsp; conf=0.4,<br>&nbsp; &nbsp; imgsz=640<br>)<br>print(\"\u6279\u91cf\u63a8\u7406\u5b8c\u6210\")<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u89c6\u9891\u68c0\u6d4b\uff08\u5982\u76d1\u63a7\u89c6\u9891\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>results&nbsp;=&nbsp;model.predict(<br>&nbsp; &nbsp; source='drone_video.mp4',<br>&nbsp; &nbsp; save=True,<br>&nbsp; &nbsp; project='runs\/detect\/video',<br>&nbsp; &nbsp; name='drone_result',<br>&nbsp; &nbsp; show=False,<br>&nbsp; &nbsp; conf=0.4<br>)<br>print(\"\u89c6\u9891\u68c0\u6d4b\u5b8c\u6210\")<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">4. \u5b9e\u65f6\u6444\u50cf\u5934\u68c0\u6d4b\uff08OpenCV\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import&nbsp;cv2<br><br>cap&nbsp;=&nbsp;cv2.VideoCapture(0)<br><br>while&nbsp;cap.isOpened():<br>&nbsp; &nbsp; ret,&nbsp;frame&nbsp;=&nbsp;cap.read()<br>ifnot&nbsp;ret:<br>break<br><br>&nbsp; &nbsp; results&nbsp;=&nbsp;model(frame,&nbsp;conf=0.4)<br>&nbsp; &nbsp; annotated_frame&nbsp;=&nbsp;results&#91;0].plot()<br><br>&nbsp; &nbsp; cv2.imshow('Drone Detection',&nbsp;annotated_frame)<br>if&nbsp;cv2.waitKey(1)&amp;0xFF==ord('q'):<br>break<br><br>cap.release()<br>cv2.destroyAllWindows()<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u4e94\u3001\u6a21\u578b\u8bc4\u4f30\uff08\u9a8c\u8bc1\u96c6 + \u6d4b\u8bd5\u96c6\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u5728\u9a8c\u8bc1\u96c6\u4e0a\u8bc4\u4f30<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>metrics&nbsp;=&nbsp;model.val(<br>&nbsp; &nbsp; data='data.yaml',<br>&nbsp; &nbsp; split='val',<br>&nbsp; &nbsp; batch=32,<br>&nbsp; &nbsp; imgsz=640,<br>&nbsp; &nbsp; save_json=False,<br>&nbsp; &nbsp; project='runs\/val',<br>&nbsp; &nbsp; name='drone_eval'<br>)<br><br>print(f\"mAP@0.5:&nbsp;{metrics.box.map50:.4f}\")<br>print(f\"mAP@0.5:0.95:&nbsp;{metrics.box.map:.4f}\")<br>print(f\"Precision:&nbsp;{metrics.box.p:.4f}\")<br>print(f\"Recall:&nbsp;{metrics.box.r:.4f}\")<br><br><em># \u6bcf\u7c7b AP<\/em><br>for&nbsp;i,&nbsp;name&nbsp;inenumerate(model.names):<br>print(f\"{name}&nbsp;(AP@0.5):&nbsp;{metrics.box.ap&#91;i]:.4f}\")<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5728\u6d4b\u8bd5\u96c6\u4e0a\u72ec\u7acb\u8bc4\u4f30\uff08\u63a8\u8350\uff09<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4f7f\u7528 test split \u8fdb\u884c\u6700\u7ec8\u6027\u80fd\u8bc4\u4f30<\/em><br>test_metrics&nbsp;=&nbsp;model.val(<br>&nbsp; &nbsp; data='data.yaml',<br>&nbsp; &nbsp; split='test',<br>&nbsp; &nbsp; save_json=True,<br>&nbsp; &nbsp; name='test_final'<br>)<br><br>print(f\"Test mAP@0.5:&nbsp;{test_metrics.box.map50:.4f}\")<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u516d\u3001\u53ef\u89c6\u5316\u4e0e\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u4f7f\u7528\u4e2d\u6587\u6807\u7b7e\u663e\u793a<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u4fee\u6539\u6a21\u578b\u7c7b\u540d\u663e\u793a\u4e3a\u4e2d\u6587<\/em><br>model.names&nbsp;=&#91;'\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a','\u7c7b\u98de\u884c\u7269\u4f53','\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a','\u9e1f']<br><br>results&nbsp;=&nbsp;model('test.jpg')<br>results&#91;0].plot()<em># \u663e\u793a\u4e2d\u6587\u6807\u7b7e<\/em><\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u67e5\u770b\u8bad\u7ec3\u66f2\u7ebf<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>tensorboard --logdir runs\/train\/drone_yolov8m<\/code><\/pre>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u2705 \u4e03\u3001\u6a21\u578b\u5bfc\u51fa\uff08ONNX \/ TensorRT \/ TFLite\uff09<\/h2>\n\n\n\n<pre class=\"wp-block-code\"><code><em># \u5bfc\u51fa\u4e3a ONNX\uff08\u901a\u7528\u90e8\u7f72\uff09<\/em><br>model.export(format='onnx',&nbsp;dynamic=True,&nbsp;opset=13,&nbsp;imgsz=640)<br><br><em># \u5bfc\u51fa\u4e3a TensorRT\uff08NVIDIA GPU \u52a0\u901f\uff09<\/em><br>model.export(format='engine',&nbsp;half=True,&nbsp;dynamic=True)<br><br><em># \u5bfc\u51fa\u4e3a TFLite\uff08\u79fb\u52a8\u7aef\uff09<\/em><br>model.export(format='tflite',&nbsp;int8=True)<br><br><em># \u5bfc\u51fa\u4e3a CoreML\uff08iOS\uff09<\/em><br>model.export(format='coreml')<\/code><\/pre>\n\n\n\n<p><img decoding=\"async\" class=\"lazyload\"alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" data-src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyWCMeSKvvEEnhAMZIia6ib0U7MteZxEkNWAIdMewGbolMw26BujH8asZQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=4\" src=\"https:\/\/s.nmxc.ltd\/sakurairo_vision\/@2.6\/load_svg\/inload.svg\" onerror=\"imgError(this)\"><noscript><img decoding=\"async\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" src=\"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyWCMeSKvvEEnhAMZIia6ib0U7MteZxEkNWAIdMewGbolMw26BujH8asZQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=4\"><\/noscript><br>\u4ee5\u4e0a\u6587\u5b57\u53ca\u4ee3\u7801\u4ec5\u4f9b\u53c2\u8003\u5b66\u4e60\u4f7f\u7528\u3002<\/p>\n","raw":"","protected":false},"excerpt":{"rendered":"<p>\u4f7f\u7528&nbsp;YOLOv8&nbsp;\u8bad\u7ec3\u548c\u63a8\u7406\u4e00\u4e2a\u5305\u542b 4 \u79cd\u68c0\u6d4b\u76ee\u6807\uff08\u98de\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u7c7b\u98de\u884c\u7269\u4f53\u3001\u76f4\u5347\u673a\u7c7b\u578b\u65e0\u4eba\u673a\u3001\u9e1f\uff09\u7684\u98de &#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[46],"tags":[],"class_list":["post-6584","post","type-post","status-publish","format-standard","hentry","category-yolo"],"post_thumbnail_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","content_first_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_medium_image_300":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_thumbnail_image_624":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_frist_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_medium_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_large_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_full_image":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","post_all_images":[{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","id":"image0"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGy8vWyW1icGAN1iaprvouRFwicsic2ouEyGBicBfdbALGBYlA4xxicceOBfziaQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=0","id":"image1"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGywvdmYZNib6WCKibiaOtnoVS0bgvFjrxID1q2GDdg4mE9GE3mRicic94eZYQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=1","id":"image2"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGywvdmYZNib6WCKibiaOtnoVS0bgvFjrxID1q2GDdg4mE9GE3mRicic94eZYQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=1","id":"image3"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyhH3OpwUiclxkiaQQXmmr5uUvZQmsNXoTHAIkVWz80w3REuAjFjic4mfZA\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=2","id":"image4"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyhH3OpwUiclxkiaQQXmmr5uUvZQmsNXoTHAIkVWz80w3REuAjFjic4mfZA\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=2","id":"image5"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGye1zEu1OJbmKusKw5XoqichqG8DGyicMgW3CKicTtTxxrrwKvkKe1CJCyw\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=3","id":"image6"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGye1zEu1OJbmKusKw5XoqichqG8DGyicMgW3CKicTtTxxrrwKvkKe1CJCyw\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=3","id":"image7"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyWCMeSKvvEEnhAMZIia6ib0U7MteZxEkNWAIdMewGbolMw26BujH8asZQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=4","id":"image8"},{"imagesurl":"https:\/\/mmbiz.qpic.cn\/mmbiz_png\/3aq7xqHVYu09OTM2nDVHQKhgNuiczfMGyWCMeSKvvEEnhAMZIia6ib0U7MteZxEkNWAIdMewGbolMw26BujH8asZQ\/640?wx_fmt=png&amp;from=appmsg&amp;watermark=1&amp;tp=wxpic&amp;wxfrom=5&amp;wx_lazy=1#imgIndex=4","id":"image9"}],"vi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\u53cc\u6a21\u6001\u7ea2\u5916-\u53ef\u89c1\u5149\u5bf9\u9f50\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6 \u7ea2\u5916\u76ee\u6807\u68c0\u6d4b\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u53ca\u5e94\u7528 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