Giter Club home page Giter Club logo

facerecognize-for-mobile-phone's Introduction

facerecognize-for-mobile-phone

适用于移动端的人脸识别模型，计算量于mobilefacenet相同，但megaface上提升了2%+。我训练的mobilefacenet在megaface VER上比原作者 高出了2%,因为训练的数据和方法不一样。

模型在各个数据集上表现如下：

Methods Flops (112x112) LFW CFP-FP AgeDB Megaface-Id Megaface-Ver@1e-6 备 注
MobileFaceNet440,R 440M 99.70+ 96.70+ 96.95+ 92.85+ 94.20+ 未开源
ZW350 356M 99.70+ 96.82+ 97.00+ 93.90+ 94.70+ 未开源
ZW400 404M 99.70+ 96.95+ 97.00+ 94.46+ 95.60+ 未开源
MobileFaceNet600,R 612M 99.76+ 97.60+ 97.50+ 95.14+ 95.98+ 已开源
ZW440 444M 99.76+ 97.30+ 97.40+ 95.25+ 96.00+ 已开源

Megaface测试结果图

zw440-id zw440-id

zw440-ver

zw440-ver

速度比对测试

设备：i5-6500(暂时没有移动设备测试)

Methods Openvino opencv单线程
MobileFaceNet600,R 6ms 141ms
ZW440 7ms 80ms

移动设备

经过测试，zw440并没有Mobilefacenet600M快.感谢moli的测试

模型地址

模型包含mxnet ncnn caffe 三种格式 Baidu Drive 提取码：b0dm

训练数据

https://github.com/deepinsight/insightface/tree/master/iccv19-challenge

参考项目

https://github.com/deepinsight/insightface

https://github.com/happynear/FaceVerification

https://github.com/Tencent/ncnn

https://github.com/cypw/MXNet2Caffe

Todo

没有做速度方面考虑，后期跟进改善。

facerecognize-for-mobile-phone's People

Contributors

olojuwin avatar

Watchers

avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.