Commit 7450c85c authored by yongshk's avatar yongshk
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# UNET_pytorch # UNET
## 论文 ## 论文
`U-Net: Convolutional Networks for Biomedical Image Segmentation` `U-Net: Convolutional Networks for Biomedical Image Segmentation`
...@@ -30,6 +30,9 @@ docker run -it --network=host --name=unet --privileged --device=/dev/kfd --devic ...@@ -30,6 +30,9 @@ docker run -it --network=host --name=unet --privileged --device=/dev/kfd --devic
``` ```
DTK驱动:dtk23.04 DTK驱动:dtk23.04
python:python3.7 python:python3.7
apex==0.1+f49ddd4.abi0.dtk2304.torch1.13
torch==1.13.1+git55d300e.abi0.dtk2304
torchvision==0.14.1+git9134838.abi0.dtk2304.torch1.13
``` ```
`Tips:以上dtk驱动、python等DCU相关工具版本需要严格一一对应` `Tips:以上dtk驱动、python等DCU相关工具版本需要严格一一对应`
...@@ -50,25 +53,28 @@ bash scripts/download_data.sh ...@@ -50,25 +53,28 @@ bash scripts/download_data.sh
``` ```
── data ── data
│   ├── imgs │   ├── imgs
│  ├──────fff9b3a5373f_01.jpg │  ├──────fff9b3a5373f_15.jpg
│  ├──────fff9b3a5373f_02.jpg │  ├──────fff9b3a5373f_16.jpg
│   └── masks │   └── masks
│  ├────── fff9b3a5373f_01.gif │  ├────── fff9b3a5373f_15.gif
│  ├────── fff9b3a5373f_02.gif │  ├────── fff9b3a5373f_16.gif
``` ```
## 训练 ## 训练
### 单机单卡
```
python train.py
```
### 单机多卡 ### 单机多卡
``` ```
python -m torch.distributed.launch --nproc_per_node 4 train_ddp.py python -m torch.distributed.launch --nproc_per_node 4 train_ddp.py
``` ```
### 单机单卡
```
python train.py
```
## 推理 ## 推理
[模型下载路径](https://github.com/milesial/Pytorch-UNet/releases/tag/v3.0)
``` ```
python predict.py -i image.jpg -o output.jpg python predict.py -m model_path -i image.jpg -o output.jpg
``` ```
## result ## result
![rusult](https://developer.hpccube.com/codes/modelzoo/unet-pytorch/-/raw/main/doc/结果.png) ![rusult](https://developer.hpccube.com/codes/modelzoo/unet-pytorch/-/raw/main/doc/结果.png)
...@@ -83,10 +89,10 @@ python predict.py -i image.jpg -o output.jpg ...@@ -83,10 +89,10 @@ python predict.py -i image.jpg -o output.jpg
## 应用场景 ## 应用场景
### 算法类别 ### 算法类别
`视觉、图像分割` `图像分割`
### 热点应用行业 ### 热点应用行业
`医学图像分析``卫星图像分析``自然图像分割``工业检测` `医`
## 源码仓库及问题反馈 ## 源码仓库及问题反馈
- https://developer.hpccube.com/codes/modelzoo/unet-pytorch - https://developer.hpccube.com/codes/modelzoo/unet-pytorch
......
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