Author

Debopriyo Banerjee

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#artificial intelligence Preprint Sep 2026

TDDN: Text-aligned Diffused DINO Network for Puzzle Understanding

This work fuse DINOv3 and CleanDIFT representations into a perception encoder and align it with RoBERTa-L, yielding a text-aligned model TDDN that preserves this perceptual advantage and leads on segmentation benchmarks among general-purpose contrastive encoders, including SigLIP.

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