2 papers
cs.CV2026
Query-aligned video frame selection for long video understanding
Md. Safayet Islam, Dilip Sarkar, Liang Liang
Multimodal large language models (MLLMs) process multimodal inputs by converting text, images, and videos into token sequences that are subsequently processed by a backbone languag…
cs.CV2026
Evaluation of MLLM-Agnostic Plug-and-Play Keyframe Selection Methods for Long Video Understanding
Dilip Sarkar, Md. Safayet Islam, Liang Liang
Multimodal large language models (MLLMs) cannot process every frame of a long video because of limitations in visual-token and computational budgets. Three primary approaches have…