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北京智云视图科技有限公司 / HyperFAS

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BSD-3-Clause

HyperFAS 基于深度学习人脸静默活体算法

人脸活体验证是人脸识别过程中重要的一环,主要用以区分真实人脸与假脸图像,能够识别利用纸张打印、屏幕翻拍、3D模型等方式的欺骗行为。我们在算法设计阶段,尝试了不同的方法,包括:SVM、LBP、深度学习等。针对单一场景或者摄像头,能够得到不错的效果,但是没有得到一个能够适配多种摄像头的活体算法,这里我们将其中一个较好模型开放出来,但是在逆光等情况下效果依然不是很好,大家可以作为参考。

这个模型大约采用了36w张图像,其中假脸18w张,真脸18w万张,包括纸张、屏幕,也采用了大部分公开的假脸数据集。

依赖

  • 基于mobilenet-0.5

  • OpenCV 3.4.3+

  • MTCNN人脸检测

  • Keras,TF

  • Python3

运行

  • python src/demo.py

测试样例

DEMO

相关数据集

BSD 3-Clause License Copyright (c) 2020, ZEUSEE All rights reserved. Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. * Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

简介

静默活体检测 Silent Face Anti-Spoofing Attack Detection 展开 收起
Python
BSD-3-Clause
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