Representation Learning

Self-Supervised Learning based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation
We propose a self-supervised learning approach where the system learns transformations independently by reconstructing images that have undergone previously unseen transformations.
Qin Wang, Alessio Quercia, Benjamin Bruns, Abigail Morrison, Hanno Scharr, Kai Krajsek
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Self-Supervised Learning based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation