Mask-supervised Object-centric Representation Learning with LeJEPA

Object-centric learning improves data efficiency by aligning representations at object level instead of scene level. Object LeJEPA outperforms image-level methods across tracking, classification, segmentation, and re-identification tasks on COCO data. It achieves strong performance even when trained on only 10% of the full dataset.

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