Code base of object detection

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Deep Learningrmdet
Overview

rmdet

code base of object detection.

环境安装:

1. 安装conda python环境   
- `conda create -n xxx python=3.7/3.8`  
- `conda activate xxx`
2. 运行脚本,自动安装pytorch1.8.0环境
- `bash install.sh'

训练:

1. 修改`configs`里的模型配置文件,包括数据集路径,类别等;
2. 运行`train.py`训练,设置config,epochs,gpu等:
- `python train.py -c configs/xxx.yaml --epochs * --n_gpu *`  

测试:

`python val.py -c configs/xxx.yaml --weights (训练完成的模型权重)`

推理:

`python detect.py -c configs/xxx.yaml --weights (权重) -s (voc/cam)`

Reference:

Pytorch Performace Tuning, WandB, AMP, Multi-GPU, TensorRT, Triton

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