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Debopriyo Banerjee

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#artificial intelligence Preprint Sep 2026

TDDN: Text-aligned Diffused DINO Network for Puzzle Understanding

Structured visual reasoning, such as image puzzles, demands fine-grained visual perception, an ability current Vision Language Models (VLMs) lack. VLMs built on CLIP-based ViT backbones trade fine-grained detail for high-level semantics, and we show this loss propagates downstream. To recover it, we fuse DINOv3 and Cle...

Harsha Patnala, Debopriyo Banerjee, A. Munot et al. · 0 citations

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