thipokch / vasijas

2D and 3D pottery geometric analysis and generation

In this repo you can find:

• Preprocessing pipeline with skimage to extract contourns and semilandmarks. solid revolution based on semilandmarks.
• Dimension reduction over semilandmarks and over raw pixel space and clustering.
• CNN classification over the 11 pottery classes.
• 2D GAN trained network over pixel space to generate new pottery contourns.
• 3D GAN trained network over voxel space to generate new 3D pottery.

2D GAN generation on 100 epochs

3D GAN based on stl models of solid revolution of 100 semilandmarks

Semilandmarks examples

TSNE over raw pixel space