jackhanyuan / GaitRecognitionSystem

Gait recognition system based on deep learning models.

 Gait Recognition System

Human Gait Recognition and Comparison System Based on Deep Learning

---

Requirements

pip install -r requirements.txt

Please download the latest release model, and unzip the compressed file to model/gait/output.

Run

python main.py

Web access: http://localhost:5000/

Notes:

• Please complete the gait registration first and ensure that the video in the database is greater than 0. Then you can start gait recognition!

• Please make sure there is only one person in the video. The version of multi-person will be updated later.

Acknowledgement

• GaitPretreatment
• RobustVideoMatting
• classification-pytorch
• YOLOv5
• OpenGait
• GaitRecognition

Citation

@mastersthesis{韩园园2023基于深度学习的步态识别与比较系统,
  title={基于深度学习的步态识别与比较系统},
  author={韩园园},
  year={2023},
  school={大连理工大学}
}

@inproceedings{han2022gaitpretreatment,
  title={GaitPretreatment: Robust Pretreatment Strategy for Gait Recognition},
  author={Han, Yuanyuan and Wang, Zhong and Han, Xin and Fan, Xiaoya},
  booktitle={2022 International Conference on Communications, Computing, Cybersecurity, and Informatics (CCCI)},
  pages={1-6},
  year={2022},
  organization={IEEE}
}

Note: Gait Recognition and Comparison System is only used for personal academic purposes, people cannot use this code for anything that might be considered commercial use.