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Fast Use Computer Vision Tools

Project description

# cvnet Build Model for Computer Vision(CV) Neural Network.

## 图像分类

## 图像分割

  • 语义分割

  • 实例分割

  • 全景分割

### 技术演化路径

  1. 2010年前,传统分割:1)边缘检测;2)遗传算法

  2. 2010-2015年,机器学习:1)随机森林;2)支持向量机

  3. 2015年后,深度学习:1)经典分割算法:FCN, U-Net, SegNet, DeepLab; 2)实时分割算法:ENet, LinkNet, BiSeNet, DFANet, Light-Weight RefineNet; 3)RGB-D分割算法:RedNet, RDFNet

### Networks implemented

#### Upcoming

### DataLoaders implemented

### Demo

  1. demo site: https://www.remove.bg/upload

  2. 演示效果:

demo1:

<img src=”./docs/7.jpg” width=”600” />

remove background:

<img src=”./docs/7-removebg-preview.png” width=”600” />

demo2:

<img src=”./docs/red_car.png” width=”600” />

remove background:

<img src=”./docs/red_car-removebg-preview.png” width=”600” />

# Reference 1. [ClassyVision](https://github.com/facebookresearch/ClassyVision) 2. [Deep-Learning-Project-Template](https://github.com/L1aoXingyu/Deep-Learning-Project-Template) 3. [pytorch-semseg](https://github.com/meetshah1995/pytorch-semseg) 4. [torchcv](https://github.com/donnyyou/torchcv) 5. [pytorch-cnn-finetune](https://github.com/creafz/pytorch-cnn-finetune) 6. [PaddleOCR](https://github.com/PaddlePaddle/PaddleOCR)

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