https://github.com/zihaomu/resgait

The benchmark experiments of paper "ReSGait: The real scene gait dataset".
https://github.com/zihaomu/resgait

dataset gait-recognition

Last synced: 16 days ago
JSON representation

The benchmark experiments of paper "ReSGait: The real scene gait dataset".

• Host: GitHub
• URL: https://github.com/zihaomu/resgait
• Owner: zihaomu
• Created: 2020-07-14T02:21:10.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2024-07-25T11:00:17.000Z (4 months ago)
• Last Synced: 2024-10-03T16:55:49.428Z (about 1 month ago)
• Topics: dataset, gait-recognition
• Language: Python
• Homepage:
• Size: 402 KB
• Stars: 12
• Watchers: 2
• Forks: 0
• Open Issues: 5
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# ReSGait: The real scene gait dataset | Code of Banchmark experiments

[Paper](https://ieeexplore.ieee.org/abstract/document/9484347/)| [ReSGait Dataset](https://faculty.sustech.edu.cn/?cat=3&tagid=yusq&orderby=date&iscss=1&snapid=1&lang=en)

## Citation

If the code or ReSGait dataset help your research, please cite :)

```tex

@inproceedings{resgait,

 title={{ReSGait}: The Real-Scene Gait Dataset},

 author={Zihao Mu and Francisco M. Castro and Manuel J. Mar\'in-Jim\'enez and Nicol\'as Guil and Yan-ran Li and Shiqi Yu},

 booktitle={International Joint Conference on Biometrics (IJCB 2021)},

 year={2021}

}

```

# Overview

![dataset image](./image/image1.png)

This repo is made for benchmark experiments of our paper `ReSGait: The real scene gait dataset`. This repo refers to [[1]](https://github.com/pudae/kaggle-hpa) and [[2]](https://github.com/AbnerHqC/GaitSet)

## Dataset Download

Dataset can be found at [THIS LINK](https://faculty.sustech.edu.cn/?cat=3&tagid=yusq&orderby=date&iscss=1&snapid=1&lang=en)

## Differences in label.csv

After downloading the dataset, mv the `label.csv` to this project `./data` folder.

And modify the label on the first line to make it easier to use.

```

from: 

VideoID,cloth,phoneUse,gender,carry,walkingRoute,SubjectID,ShootingDate

TO: 

ID,cloth,activity,gender,carry,path,id,date

```

And there is a given example at "./data/label_example.csv".

## How to run?

First step: download and prepare the data set and labels as described pre.

Second step: change `./configs/config_example.yml` and set your own training parameter.

Third step: set `train.sh` to your own `config.yml`

Final step: set your own testing parameter and run the `test.sh`.

## Update

Benchmark experiments based on GaitSet will be open source as soon as possible.

It will be available at https://github.com/zihaomu/GaitSet (Not finished.).

## Reference of Code

[1] https://github.com/pudae/kaggle-hpa (BSD License.)

[2] https://github.com/AbnerHqC/GaitSet (non-commercial License.)