Equivariant Convolutions And Tensor Fields

This video series introduces the mathematical and conceptual foundations of

0:00 Introducing

0:00 Visualisation of the Fourier Bessel basis 1:07 SO(2)

0:00 Background and motivation 1:09 Notation used in the series 1:59 Simple discrete

0:00 Visualisation of the

0:00 Standard

0:00 General setting for SO(2)

0:00 Formal definition of the basis change from the real to complex representation 1:34 Basis change for the real rotation matrix to ...

0:00 Moving into the discrete point cloud regime 1:13 Discrete point cloud SO(2)

Papers / Resources ▭▭▭ Fabian Fuchs Equivariance: https://fabianfuchsml.github.io/equivariance1of2/ Deep Learning for ...

Workshop on Equivariance and Data Augmentation Website: https://sites.google.com/view/equiv-data-aug/home Friday, ...

Website: https://yilundu.github.io/ndf/ Code: https://github.com/anthonysimeonov/ndf_robot Colab: ...

ECCV 2018 Authors: Nichita Diaconu*, Daniel E. Worrall* Paper: https://arxiv.org/abs/1804.04458 Code: ...

Episode 6: In this episode, we explore ML models that have

Video recording of the First Italian School on Geometric Deep Learning held in Pescara in July 2022. Slides: ...

Papers / Resources ▭▭▭ Group

Jeoren Lamb, Imperial College London July 12, 2024 Fourth Symposium on Machine Learning and Dynamical Systems ...