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Author

Dimitris Samaras

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Jul 2026

Pathologist Attention-Aligned Report Generation for Prostate Histopathology

This paper finetune two report generation models with an attention-alignment loss that regularizes the model attention over image patches to match the distribution of pathologist attention, providing stronger visual support for the generated reports by highlighting the regions that most influence the output.

Ruo-Yu Xue, S. Singh, Souradeep Chakraborty et al. · 0 citations
Preprint Aug 2026

TAKE 85: Testing Audiovisual filmmaKer's intEnt across 85 Hours of Film

This work introduces TAKE 85, the first benchmark for directorial-intent understanding, comprising 398 short films with expert-verified question-answer pairs spanning global and fine-grained visual and audio intent, and establishes directorial intent as a previously overlooked dimension of multimodal understanding.

Kaishuu Shinozaki-Conefrey, Olivier Pascaud, Robin Courant et al. · 0 citations

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