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cs.CV2025
HFS: Holistic Query-Aware Frame Selection for Efficient Video Understanding
Yiqing Yang, Yun Li, Kin-Man Lam +6
Key frame selection is essentially a set-level optimization problem: the quality of the selected subset depends on the interactions among frames, rather than the score of any singl…
cs.CV2025
The Photographer Eye: Teaching Multimodal Large Language Models to Understand Image Aesthetics like Photographers
Daiqing Qi, Handong Zhao, Jing Shi +5
While editing directly from life, photographers have found it too difficult to see simultaneously both the blue and the sky. Photographer and curator, Szarkowski insightfully revea…
cs.CV2024
Reminding Multimodal Large Language Models of Object-aware Knowledge with Retrieved Tags
Daiqing Qi, Handong Zhao, Zijun Wei +1
Despite recent advances in the general visual instruction-following ability of Multimodal Large Language Models (MLLMs), they still struggle with critical problems when required to…