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cs.CV2026
Complementing DINO Features with Image Structure for Part Discovery
Samyak Rawlekar, Nikhil Chowdary Paleti, Amey Gupta +1
Self-supervised Vision Transformers (ViTs) like DINO encode rich semantics, enabling training-free segmentation of objects from the background and discovery of their parts via feat…
cs.CV2026
Finding Distributed Object-Centric Properties in Self-Supervised Transformers
Samyak Rawlekar, Amitabh Swain, Yujun Cai +3
Self-supervised Vision Transformers (ViTs) like DINO show an emergent ability to discover objects, typically observed in [CLS] token attention maps of the final layer. However, the…