pip install ultralytics		
		
		

		
# Install the ultralytics package from GitHub
pip install git+https://github.com/ultralytics/ultralytics.git@main		
		
		

标注工具

			
pip install labelimg		
			
			

			
(venv) neo@Neo-Mac-mini medical % labelimg
2024-11-15 23:41:11.174 Python[19314:31301137] +[IMKClient subclass]: chose IMKClient_Modern		
			
			

安装

		
pip install labelme labelme2yolo		
		
			

使用方法

			
(.venv) neo@Neo-Mac-mini netkiller % labelme
			
			

labelme2yolo 标注格式转换工具

			
(.venv) PS D:\workspace\netkiller> labelme2yolo --json_dir .\captcha\dataset
[2024-11-17T11:46:35Z INFO  labelme2yolo] Starting the conversion process...
[2024-11-17T11:46:35Z INFO  labelme2yolo] Read and parsed 3 JSON files.
  [Train] [00:00:00] [########################################] 2/2 (0s)                                                                                                                                                                            
  [Val] [00:00:00] [########################################] 1/1 (0s)                                                                                                                                                                              
[2024-11-17T11:46:35Z INFO  labelme2yolo] Creating dataset.yaml file...
[2024-11-17T11:46:35Z INFO  labelme2yolo] Conversion process completed successfully.
			
			

labelme2yolo 转换后的数据保存在 YOLODataset 文件夹中

		
(.venv) PS D:\workspace\netkiller\captcha> labelme2yolo --json_dir datasets\train
(.venv) PS D:\workspace\netkiller\captcha> yolo task=detect mode=train model=yolov8n.pt data=.\YOLODataset\dataset.yaml epochs=30 workers=1 batch=16
		
			

安装 anylabeling

			
pip install anylabeling			
			
			

运行 anylabeling

			
anylabeling			
			
			

			
(.venv) neo@Neo-Mac-mini captcha % cat /Users/neo/Library/Application\ Support/Ultralytics/settings.json
{
  "settings_version": "0.0.6",
  "datasets_dir": "/Users/neo/PycharmProjects/netkiller/datasets",
  "weights_dir": "/Users/neo/PycharmProjects/netkiller/weights",
  "runs_dir": "/Users/neo/PycharmProjects/netkiller/runs",
  "uuid": "091024e8315e531396653f2ae1aa5f270aa3ead574e0f5ec04ed515ab8b85931",
  "sync": true,
  "api_key": "",
  "openai_api_key": "",
  "clearml": true,
  "comet": true,
  "dvc": true,
  "hub": true,
  "mlflow": true,
  "neptune": true,
  "raytune": true,
  "tensorboard": true,
  "wandb": false,
  "vscode_msg": true
}			
			
			

			
(.venv) neo@Neo-Mac-mini captcha % vim /Users/neo/Library/Application\ Support/Ultralytics/settings.json 			
			
			

https://github.com/ultralytics/JSON2YOLO