Scalable Spatial Echo State Network

Video-frame prediction setup using Reservoir Computing approach for speedy training.

Usage

Download repo, go to downloaded directory, then

pip install .

Experiments, Examples and Animations

While it may be a misuse of GitHub, examples output is available in a separate branch at:

https://github.com/jfelding/esn/tree/thesis_assets

Example outputs are predictions of unseen image sequences, created using esn/toydata.py.

Lissajous Curve Centred Orb - 1500x1500 image sequence:

comparison.mp4

Chaotic Mackey-Glass Centred Orb - 500x500 image sequence (harder than the Lissajous Problem):

comparison.mp4