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cs.CV2026
HeroFrame-Bench: Reference-Anchored Evaluation via Rubric--Ranking Co-Evolution for Movie Hero Frame Selection
Weitai Kang, Hanieh Deilamsalehy, Yumo Xu +3
Hero frames are in-film stills used as source imagery for theatrical posters, streaming cover art, film database listings, and other promotional placements. As the first visual ent…
cs.CV2026
CueKFS: Agentic Cue-Driven Keyframe Selection for Long Video Understanding
Weitai Kang, Hanieh Deilamsalehy, Yumo Xu +3
Keyframe selection (KFS) has long produced compact video summaries for browsing and retrieval, and representative frames for thumbnails. More recently, when conditioned on a questi…