3D pose estimation

The way of estimation I

• regression
• GAN
• Vnect

Dataset

Now I only use h36m as a datasets and have to use mpii_inf_3dhp.

Regression

This is the simplest way of estimation something. it have already implemented. but showing result is too bad. the camera calibration and so on are tiresome.

GAN

This is my idea of estimation bone position. perhaps bone position is generated by distribution in 3d space

Vnect

Vnect is one of the famous way to estimate pose. See the detail on it. http://gvv.mpi-inf.mpg.de/projects/VNect/

how to use

Train:
python main.py

Test:
python demo.py

Result

See the resultimages directory.