Equivariance

Learning Image Representations Tied to Egomotion from Unlabeled Video
An agent’s continuous visual observations include information about how the world responds to its actions. This can provide an effective source of self-supervision for learning visual representations.
Dinesh Jayaraman, Kristen Grauman
Slow and Steady Feature Analysis: Higher Order Temporal Coherence in Video
Assuming a world that mostly changes smoothly, continuous video streams entail implicit supervision that can be effectively exploited for learning visual representations.
Dinesh Jayaraman, Kristen Grauman
Learning Image Representations Tied to Egomotion
An agent’s continuous visual observations include information about how the world responds to its actions. This can provide an effective source of self-supervision for learning visual representations.
Dinesh Jayaraman, Kristen Grauman