Mine Your Own vieW: Self-Supervised Learning Through Across-Sample Prediction
Mine Your Own view (MYOW) is a self-supervised learning method that generates diverse training views by actively mining samples from the dataset instead of relying solely on random augmentations. It uses a dual projector architecture to predict representations of nearby, distinct samples, aiming to build richer data representations.