cnn_android_benchmark's Introduction

IResNet Arcface on Android

Requirements

Download pretrained models from here.

Testing

Connect the mobile phone and run the application.

Credits

This project is made possible by the wonderful people and projects listed in this document.

Fadi Boutros - Masked-Face-Recognition-KD
Jia Guo - Insightface
Jiankang Deng - Insightface
Xiang An - Insightface
Jack Yu - Insightface
Baris Gecer - Insightface

Citation

@inproceedings{deng2019arcface,
  title={Arcface: Additive angular margin loss for deep face recognition},
  author={Deng, Jiankang and Guo, Jia and Xue, Niannan and Zafeiriou, Stefanos},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={4690--4699},
  year={2019}
}
@inproceedings{an2020partical_fc,
  title={Partial FC: Training 10 Million Identities on a Single Machine},
  author={An, Xiang and Zhu, Xuhan and Xiao, Yang and Wu, Lan and Zhang, Ming and Gao, Yuan and Qin, Bin and
  Zhang, Debing and Fu Ying},
  booktitle={Arxiv 2010.05222},
  year={2020}
}
@INPROCEEDINGS{huber2021maskinvariant,  
   author={Huber, Marco and Boutros, Fadi and Kirchbuchner, Florian and Damer, Naser},  
   booktitle={2021 16th IEEE International Conference on Automatic Face and Gesture Recognition (FG 2021)},   
   title={Mask-invariant Face Recognition through Template-level Knowledge Distillation},   
   year={2021},  
   volume={},  
   number={},  
   pages={1-8},  
   doi={10.1109/FG52635.2021.9667081}
}

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