{"id":23305,"date":"2025-04-19T07:26:09","date_gmt":"2025-04-18T23:26:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/23305.html"},"modified":"2025-04-19T07:26:09","modified_gmt":"2025-04-18T23:26:09","slug":"yolo-%e8%ae%ad%e7%bb%83%e5%bc%82%e5%b8%b8%e7%bb%88%e6%ad%a2%e3%80%81%e6%96%ad%e7%94%b5%e3%80%81%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%85%b3%e6%9c%ba%ef%bc%8c%e6%81%a2%e5%a4%8d%e8%ae%ad%e7%bb%83%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/23305.html","title":{"rendered":"YOLO \u8bad\u7ec3\u5f02\u5e38\u7ec8\u6b62\u3001\u65ad\u7535\u3001\u670d\u52a1\u5668\u5173\u673a\uff0c\u6062\u590d\u8bad\u7ec3\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8c03\u6574\u8bad\u7ec3\u5468\u671f"},"content":{"rendered":"

\u6062\u590d\u8bad\u7ec3\u00a0 \u00a0 \u00a0 \u00a0<\/h2>\n

\u5bf9\u4e8e\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684YOLO\u6a21\u578b\u6216\u8005\u662f\u8dd1\u539f\u6a21\u578b，\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u603b\u4f1a\u9047\u5230\u8bef\u89e6\u6216\u662f\u5f02\u5e38\u64cd\u4f5c\u5bfc\u81f4\u8bad\u7ec3\u7ec8\u6b62，\u80af\u5b9a\u4e0d\u60f3\u91cd\u65b0\u5f00\u59cb\u8bad\u7ec3，\u8fd9\u6837\u64cd\u4f5c：<\/h6>\n

\u9996\u5148，\u627e\u5230\u521a\u521a\u8dd1\u5b8c\u5f02\u5e38\u7ed3\u675f\u7684\u90a3\u4e2a\u8bad\u7ec3\u540e\u7684\u7ed3\u679c\u4fdd\u5b58\u5904，\u4e00\u822c\u662f\u5728runs\\\\detect\\\\train..<\/h4>\n

\"\"<\/p>\n

\u00a0 \u00a0 \u00a0 \u00a0\u91cc\u8fb9\u6709\u4e2aweight\u6587\u4ef6\u5939，\u5c31\u662f\u4fdd\u5b58\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u6743\u91cd\u6587\u4ef6，\u6211\u4eec\u590d\u5236 last.pt \u7684\u7edd\u5bf9\u8def\u5f84，\u628a\u4ed6\u4f5c\u4e3a\u4e0b\u6b21\u8bad\u7ec3\u7684\u52a0\u8f7d\u6743\u91cd，\u8fdb\u884c\u8bad\u7ec3\u5c31\u53ef\u4ee5\u7eed\u4e0a\u4e0a\u6b21\u6ca1\u8dd1\u5b8c\u7684\u5b9e\u9a8c<\/p>\n

\"\"<\/p>\n<\/p>\n

\u5176\u6b21，\u8fd8\u9700\u8981\u4fee\u6539\u5982\u4e0b：<\/h5>\n

\u5728train\u6587\u4ef6\u4e2d\u5c06\u521a\u521a\u590d\u5236\u597d\u7684\u6743\u91cd\u7edd\u5bf9\u8def\u5f84，\u4fee\u6539\u4e3a\u4f60\u7684\u8bad\u7ec3\u52a0\u8f7d\u6743\u91cd<\/p>\n

if __name__ == '__main__':<\/p>\n

# \u4fee\u6539\u540e\u7684\u6a21\u578b\u914d\u7f6e\u6587\u4ef6\u8def\u5f84
\n model_config = r'D:\\\\CVproject\\\\ultralytics-main\\\\ultralytics\\\\cfg\\\\models\\\\v8\\\\new\\\\yolov8.yaml'<\/p>\n

# \u6570\u636e\u96c6\u914d\u7f6e\u6587\u4ef6\u8def\u5f84
\n data_config ="D:\/CVproject\/ultralytics-main\/datasets\/new_COCO128.yaml"<\/p>\n

# \u521b\u5efa\u5e76\u521d\u59cb\u5316YOLOv8\u6a21\u578b
\n model = YOLO(model_config).train(data=data_config)
\n metrics = model.val() <\/p>\n

\u5c06\u5176\u4e2d\u7684<\/p>\n

model_config = r'D:\\\\CVproject\\\\ultralytics-main\\\\ultralytics\\\\cfg\\\\models\\\\v8\\\\new\\\\yolov8_LAST_Guass.yaml' <\/p>\n

\u4fee\u6539\u4e3a：\u8def\u5f84\u524d\u52a0\u4e2ar\u00a0 \u53ef\u4ee5\u9632\u6b62\u7edd\u5bf9\u8def\u5f84\u4e0e\u7535\u8111\u7f16\u7a0b\u5668\u4fdd\u6301\u4e00\u81f4<\/p>\n

model_config = r'D:\\\\CVproject\\\\ultralytics-main\\\\runs\\\\detect\\\\train2\\\\weights\\\\last.pt'<\/p>\n

\u6700\u540e\u5728ultralytics\\\\engine\\\\trainer\u4e2d：<\/h5>\n

\u627e\u5230def check_resume(self)：<\/p>\n

\u4fee\u6539\u5176\u4e2d\u7684resume = self.args.resume<\/p>\n

\u6539\u4e3a：\u00a0resume=\u00a0r'D:\\\\CVproject\\\\ultralytics-main\\\\runs\\\\detect\\\\train2\\\\weights\\\\last.pt'<\/p>\n

\u5e76\u5728\u00a0def resume_training(self, ckpt):<\/p>\n

\u7b2c\u4e00\u884c\u6dfb\u52a0：\"\"<\/p>\n

ckpt = torch.load(r 'D:\\\\CVproject\\\\ultralytics-main\\\\runs\\\\detect\\\\train2\\\\weights\\\\last.pt \u2018\u00a0) <\/p>\n

\u8fd9\u6837\u5c31\u53ef\u4ee5\u7ee7\u7eed\u8bad\u7ec3\u4e86<\/p>\n<\/p>\n

\u8bad\u7ec3\u8fc7\u7a0b\u4e2d，\u4fee\u6539\u8bad\u7ec3\u5468\u671f<\/h2>\n

\u5148\u7ec8\u6b62\u8bad\u7ec3<\/p>\n

\u627e\u5230ultralytics\/cfg\/default.yaml\u6587\u4ef6，\u6253\u5f00\u4fee\u6539\u5176\u4e2d\u7684<\/p>\n

epochs: 300 # (int) number of epochs to train for <\/p>\n

\u4e3a\u4f60\u60f3\u8981\u7684\u5468\u671f，\u5e76\u4fee\u6539ultralytics\\\\engine\\\\trainer\u4e2d\u7684<\/p>\n

self.epochs = self.args.epochs<\/p>\n

\u4fee\u6539\u4e3a<\/p>\n

self.epochs=300（\u4f60\u60f3\u589e\u52a0\u6216\u662f\u51cf\u5c11\u7684\u5468\u671f）<\/p>\n

\u6700\u540e！！！！<\/p>\n

\u4e00\u5b9a\u5728\u6309\u7167\u4e0a\u9762\u7684\u6062\u590d\u8bad\u7ec3\u53bb\u4fee\u6539，\u624d\u80fd\u6062\u590d\u4e0a\u6b21\u7684\u8bad\u7ec3，\u7ee7\u7eed\u6309\u7167\u65b0\u7684\u8bad\u7ec3\u5468\u671f\u53bb\u8bad\u7ec3<\/p>\n<\/p>\n

（\u8bad\u7ec3\u5b8c\u4e00\u5b9a\u8981\u628a\u6539\u7684\u6539\u56de\u6765，\u8fd9\u6837\u4e0b\u6b21\u91cd\u65b0\u8bad\u7ec3\u624d\u4e0d\u4f1a\u51fa\u9519）<\/span><\/h2>\n","protected":false},"excerpt":{"rendered":"

\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb1.5k\u6b21\uff0c\u70b9\u8d5e14\u6b21\uff0c\u6536\u85cf24\u6b21\u3002\u5bf9\u4e8e\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684YOLO\u6a21\u578b\u6216\u8005\u662f\u8dd1\u539f\u6a21\u578b\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u603b\u4f1a\u9047\u5230\u8bef\u89e6\u6216\u662f\u5f02\u5e38\u64cd\u4f5c\u5bfc\u81f4\u8bad\u7ec3\u7ec8\u6b62\uff0c\u80af\u5b9a\u4e0d\u60f3\u91cd\u65b0\u5f00\u59cb\u8bad\u7ec3_yolo\u6062\u590d\u8bad\u7ec3<\/p>\n","protected":false},"author":2,"featured_media":23302,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[156,50,86],"topic":[],"class_list":["post-23305","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-yolo","tag-50","tag-86"],"yoast_head":"\nYOLO \u8bad\u7ec3\u5f02\u5e38\u7ec8\u6b62\u3001\u65ad\u7535\u3001\u670d\u52a1\u5668\u5173\u673a\uff0c\u6062\u590d\u8bad\u7ec3\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8c03\u6574\u8bad\u7ec3\u5468\u671f - 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