# SemanticSegmentation

**Repository Path**: jjzhk-ai/SemanticSegmentation

## Basic Information

- **Project Name**: SemanticSegmentation
- **Description**: 语义分割, 持续更新
- **Primary Language**: Python
- **License**: Apache-2.0
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 3
- **Forks**: 1
- **Created**: 2020-09-14
- **Last Updated**: 2025-07-31

## Categories & Tags

**Categories**: cv

**Tags**: Python, AI, 语义分割

## README

项目介绍
===
1.FCN
2.Normalized cuts and image segmentation(图论方法)
3.Mean shift （像素聚类，不能用于实时算法）
4.UNet
5.SLIC（比较符合人们的预期）
6.Graph-Based Image Segmentation（贪心聚类）
7.Contour Detection and Hierarchical Image Segmentation（检测边缘，进行分割）
8.DeepLab谷歌
9.SegNet 剑桥大学
10.Mask R-CNN 何凯明
个人补充
RefineNet
PSPNet
![Images](https://img.shields.io/badge/%E8%AF%AD%E4%B9%89%E5%88%86%E5%89%B2-%E6%8C%81%E7%BB%AD%E6%9B%B4%E6%96%B0-ff69b4?style=plastic&logo=appveyor)

# 1.依赖
- [x] conda install -c conda-forge tabulate
- [x] conda install -c conda-forge pycocotools
- [x] https://gitee.com/jjzhk-tools/pyjjzhktools.git

## bisenet-resnet18
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| 60.77% :+1: | - | - | 58.95% :+1: |
| ![Images](results/bisenet_resnet18_VOC.jpg) | - | - | ![Images](results/bisenet_resnet18_cityscapes.jpg) |

## cgnet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| 37.1% :+1: | - | - | 41.62% :+1: |
| ![Images](results/cgnet_VOC.jpg) | - | - | ![Images](results/cgnet_cityscape.jpg) |

## contextnet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| *** | *** | *** | *** |
| *** | *** | *** | *** |

## dabnet-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| *** | *** | *** | *** |
| *** | *** | *** | *** |

## danet-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | 79.34% :+1: |
| - | - | - | ![Images](results/danet_resnet101_cityscapes.jpg) |

## deeplabv3-mobilenetv2
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | 63.14% :+1: |
| - | - | - | ![Images](results/deeplabv3_mobilenetv2_cityscapes.jpg) |

## deeplabv3-resnet50
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| 56% :+1: | - | - | 68.6% :+1: |
| ![Images](results/deeplabv3_resnet50_voc.jpg) | - | - | ![Images](results/deeplabv3_resnet50_cityscapes.jpg) |

## deeplabv3-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | 73.01% :+1: |
| - | - | - | ![Images](results/deeplabv3_resnet101_cityscapes.jpg) |

## deeplabv3-xception65
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| 78.08% :+1: | 69.29% :+1: | - | 79.3% :+1: |
| ![Images](results/deeplabv3_xception65_voc.jpg) | ![Images](results/deeplabv3_xception65_coco.jpg) | - | ![Images](results/deeplabv3_xception65_cityscapes.jpg) |

## encnet-resnet50
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## enet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## espnetv2-eespnet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fastscnn
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fcn8s
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fcn8satonce
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fcn16s
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fcn32s
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## fcn-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## fpenet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## hardnet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## icnet-resnet50
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | - |
| - | - | - | - |

## lednet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## ocnet-resnet50
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## pointrend-xception65
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## pspnet-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | 66.71% :+1: |
| - | - | - | ![Images](results/pspnet_resnet101_cityscapes.jpg) |

## refineNet-resnet101
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | OK |
| - | - | - | - |

## unet
| VOC | COCO | ADE20K | CityScapes |
| --- | ---- | ------ | ---------- |
| - | - | - | 50.4% :+1: |
| - | - | - | ![Images](results/unet_cityscapes.jpg) |

# 捐助
<img src='https://images.gitee.com/uploads/images/2020/0909/153732_ba1bfd06_956405.png' height='450' width='750'/>