人脸关键点网络
- FAN:时间5s
- DAN:时间1.5s
- openpose face:效果差
- 3000FPS:只能看正脸,opencv或dlib中有集成,速度飞快,10ms+
- VANface:https://github.com/lsy17096535/face-landmark 据称5ms (轻量化网络)
- Vanilla CNN:
- look at boundary:https://github.com/wywu/LAB
- 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