# MindSpore2022-BDCI

**Repository Path**: wanglian2023/MindSpore2022-BDCI

## Basic Information

- **Project Name**: MindSpore2022-BDCI
- **Description**: CCF第十届大数据与计算智能大赛 基于昇思MindSpore AI框架的肾脏肿瘤分割 二等奖（亚军）方案
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 1
- **Forks**: 1
- **Created**: 2023-04-16
- **Last Updated**: 2025-10-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# 基于昇思 MindSpore AI 框架的肾脏肿瘤分割赛题
## 队伍名
  额滴肾呐
## 联系方式
  * 邮箱	lianwang@hnu.edu.cn
  * 队员1	王练
  * 队员2	吕鹏帅
  * 队员3	温振飞
  * 队员4	权亚鹏
  * 队员5	聂朝上
## 模型尝试
* 1 U-Net 
* 模型结构

![image](https://user-images.githubusercontent.com/67614464/202658658-c46c9128-f168-431e-bda5-9102a643a966.png)

* Grand Challenge 模型效果

![image](https://user-images.githubusercontent.com/67614464/200843467-09c1956a-c836-4668-b586-27ee28e6ea9c.png)

* 2 nnUNet 
* 模型结构

![image](https://user-images.githubusercontent.com/67614464/202658279-27737315-779a-4390-b909-d7a97a8b4810.png)

* Grand Challenge 模型效果

![image](https://user-images.githubusercontent.com/67614464/200843556-a15c4e89-a7d2-4604-87e8-a6d173be78c9.png)

## 模型权重
[nnUNet和UNet的权值文件](https://drive.google.com/drive/folders/1vtq3vBtIO-xpT18Es9cyBzre7Ts6p15e?usp=sharing)
## Reference Paper
[1] Heller N, Sathianathen N, Kalapara A, et al. The kits19 challenge data: 300 kidney tumor cases with clinical context, ct semantic segmentations, and surgical outcomes[J]. arXiv preprint arXiv:1904.00445, 2019.  
[2] Ronneberger O, Fischer P, Brox T. U-net: Convolutional networks for biomedical image segmentation[C]//International Conference on Medical image computing and computer-assisted intervention. Springer, Cham, 2015: 234-241.  
[3] Zhou Z, Siddiquee M M R, Tajbakhsh N, et al. Unet++: Redesigning skip connections to exploit multiscale features in image segmentation[J]. IEEE transactions on medical imaging, 2019, 39(6): 1856-1867.  
[4] Isensee F, Maier-Hein K H. An attempt at beating the 3D U-Net[J]. arXiv preprint arXiv:1908.02182, 2019.

## Reference Code
[Kits19数据集项目](https://github.com/neheller/kits19)  
[Mindspore UNet官方代码](https://github.com/mindspore-ai/models/tree/master/official/cv/unet)  
[Mindspore nnUNet官方代码](https://gitee.com/mindspore/models/tree/master/research/cv/nnUNet)  
[Pytorch U-Net实现](https://github.com/milesial/Pytorch-UNet)  
[Pytorch nnUNet实现](https://github.com/MIC-DKFZ/nnUNet)