AtrousPose
real time multi-person pose estimation based on atrous convolution.
Network Structures
Spatial pyramid network for prediction
Properties of atrouspose network
Arch | Input Size | Output Size | FLOPS | Num.param. | FPS(C++) |
---|---|---|---|---|---|
AtrousPose-512 | 384×384 | 48×48 | 50G | 26M | 42 |
AtrousPose-128 | 384×384 | 48×48 | 20G | 13M | 67 |
Test Results
Evaluation
Demo
- (Python demo)run > demo.py results will be store in /images
- (C++ version)
Training
- download mpii dataset
- download mask for mpii
- download json for mpii
- train
- run > train.py