README.md 3.68 KB
Newer Older
Hang Zhang's avatar
Hang Zhang committed
1
[![PyPI](https://img.shields.io/pypi/v/torch-encoding.svg)](https://pypi.python.org/pypi/torch-encoding)
Hang Zhang's avatar
Hang Zhang committed
2
[![PyPI Pre-release](https://img.shields.io/badge/pypi--prerelease-v1.2.2-ff69b4.svg)](https://pypi.org/project/torch-encoding/#history)
Hang Zhang's avatar
Hang Zhang committed
3
[![Upload Python Package](https://github.com/zhanghang1989/PyTorch-Encoding/workflows/Upload%20Python%20Package/badge.svg)](https://github.com/zhanghang1989/PyTorch-Encoding/actions)
Hang Zhang's avatar
Hang Zhang committed
4
[![Downloads](http://pepy.tech/badge/torch-encoding)](http://pepy.tech/project/torch-encoding)
Hang Zhang's avatar
Hang Zhang committed
5
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
Hang Zhang's avatar
Hang Zhang committed
6
[![Build Docs](https://github.com/zhanghang1989/PyTorch-Encoding/workflows/Build%20Docs/badge.svg)](https://github.com/zhanghang1989/PyTorch-Encoding/actions)
Hang Zhang's avatar
Hang Zhang committed
7
8
[![Unit Test](https://github.com/zhanghang1989/PyTorch-Encoding/workflows/Unit%20Test/badge.svg)](https://github.com/zhanghang1989/PyTorch-Encoding/actions)

9
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/resnest-split-attention-networks/semantic-segmentation-on-ade20k)](https://paperswithcode.com/sota/semantic-segmentation-on-ade20k?p=resnest-split-attention-networks)
10
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/resnest-split-attention-networks/semantic-segmentation-on-pascal-context)](https://paperswithcode.com/sota/semantic-segmentation-on-pascal-context?p=resnest-split-attention-networks)
11

Hang Zhang's avatar
v0.1.0  
Hang Zhang committed
12
13
# PyTorch-Encoding

Hang Zhang's avatar
v0.2.0  
Hang Zhang committed
14
15
created by [Hang Zhang](http://hangzh.com/)

Hang Zhang's avatar
v0.1.0  
Hang Zhang committed
16
17
18
19
## [Documentation](http://hangzh.com/PyTorch-Encoding/)

- Please visit the [**Docs**](http://hangzh.com/PyTorch-Encoding/) for detail instructions of installation and usage. 

Hang Zhang's avatar
Hang Zhang committed
20
21
22
- Please visit the [link](http://hangzh.com/PyTorch-Encoding/model_zoo/imagenet.html) to image classification models.

- Please visit the [link](http://hangzh.com/PyTorch-Encoding/model_zoo/segmentation.html) to semantic segmentation models.
Hang Zhang's avatar
Hang Zhang committed
23

Hang Zhang's avatar
v0.2.0  
Hang Zhang committed
24
## Citations
Hang Zhang's avatar
v0.1.0  
Hang Zhang committed
25

Hang Zhang's avatar
Hang Zhang committed
26
27
28
29
30
31
32
33
34
35
36
**ResNeSt: Split-Attention Networks** [[arXiv]]()  
  [Hang Zhang](http://hangzh.com/), Chongruo Wu, Zhongyue Zhang, Yi Zhu, Zhi Zhang, Haibin Lin, Yue Sun, Tong He, Jonas Muller, R. Manmatha, Mu Li and Alex Smola
```
@article{zhang2020resnest,
title={ResNeSt: Split-Attention Networks},
author={Zhang, Hang and Wu, Chongruo and Zhang, Zhongyue and Zhu, Yi and Zhang, Zhi and Lin, Haibin and Sun, Yue and He, Tong and Muller, Jonas and Manmatha, R. and Li, Mu and Smola, Alexander},
journal={arXiv preprint},
year={2020}
}
```

Hang Zhang's avatar
indent  
Hang Zhang committed
37
38
**Context Encoding for Semantic Segmentation** [[arXiv]](https://arxiv.org/pdf/1803.08904.pdf)  
 [Hang Zhang](http://hangzh.com/), [Kristin Dana](http://eceweb1.rutgers.edu/vision/dana.html), [Jianping Shi](http://shijianping.me/), [Zhongyue Zhang](http://zhongyuezhang.com/), [Xiaogang Wang](http://www.ee.cuhk.edu.hk/~xgwang/), [Ambrish Tyagi](https://scholar.google.com/citations?user=GaSWCoUAAAAJ&hl=en), [Amit Agrawal](http://www.amitkagrawal.com/)
Hang Zhang's avatar
v0.2.0  
Hang Zhang committed
39
40
41
42
43
44
45
46
47
```
@InProceedings{Zhang_2018_CVPR,
author = {Zhang, Hang and Dana, Kristin and Shi, Jianping and Zhang, Zhongyue and Wang, Xiaogang and Tyagi, Ambrish and Agrawal, Amit},
title = {Context Encoding for Semantic Segmentation},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2018}
}
```
Hang Zhang's avatar
init  
Hang Zhang committed
48
49
50
51

**Deep TEN: Texture Encoding Network** [[arXiv]](https://arxiv.org/pdf/1612.02844.pdf)  
  [Hang Zhang](http://hangzh.com/), [Jia Xue](http://jiaxueweb.com/), [Kristin Dana](http://eceweb1.rutgers.edu/vision/dana.html)
```
Hang Zhang's avatar
Hang Zhang committed
52
53
54
55
56
57
@InProceedings{Zhang_2017_CVPR,
author = {Zhang, Hang and Xue, Jia and Dana, Kristin},
title = {Deep TEN: Texture Encoding Network},
booktitle = {The IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {July},
year = {2017}
Hang Zhang's avatar
init  
Hang Zhang committed
58
59
}
```