2025
Self-Organizing Visual Prototypes for Non-Parametric Representation Learning
ICML 2025poster
We present Self-Organizing Visual Prototypes (SOP), a new training technique for unsupervised visual feature learning. Unlike existing prototypical self-supervised learning (SSL) methods that rely on a single prototype to encode all relevant features of a hidden cluster in the data, we propose the S…