人脸关键点及检测 开源项目

人脸关键点网络

  1. FAN:时间5s
  2. DAN:时间1.5s
  3. openpose face:效果差
  4. 3000FPS:只能看正脸,opencv或dlib中有集成,速度飞快,10ms+
  5. VANface:https://github.com/lsy17096535/face-landmark 据称5ms (轻量化网络)
  6. Vanilla CNN:
    1. https://github.com/cooparation/VanillaCNN_faceLandmark/tree/86fd8326e205e127bf0e2153fe5ed999bbaf58d8
    2. https://github.com/cooparation/VanillaCNN_faceLandmark
    3. https://github.com/ishay2b/VanillaCNN
    4. https://github.com/cunjian/face_alignment
  7. look at boundary:https://github.com/wywu/LAB
  8. face-landmark:https://github.com/jiangwqcooler/face-landmark-localization

大神的巢穴

其中,5和6非常厉害,VANface除了侧脸效果不好之外,其他都相当的好,精度和速度的完美结合,输入图片是60*60,网络也不是很深。作者的官网可以参考:https://talhassner.github.io/home/publication/2017_TPAMI_2

 

人脸检测

轻量化网络

dlib:

FaceBoxes: A CPU Real-time Face Detector with High Accuracy:

PVANet: Lightweight Deep Neural Networks for Real-time Object Detection:
realtime_object_detection

你可能感兴趣的:(深度学习,人脸关键点)