2026
Self-Supervised Learning Based on Transformed Image Reconstruction for Equivariance-Coherent Feature Representation
AAAI 2026technical
Self-supervised learning (SSL) methods have achieved remarkable success in learning image representations allowing invariances in them — but therefore discarding transformation information that some computer vision tasks actually require. While recent approaches attempt to address this limitation by