2 citations · 4 across the 11 of their papers we have counts for
3 papers · 1 filter
Beyond Anonymous Captions: Grounding Character Identity in Video Captioning and Question Answering
Anas Filali Razzouki, Killian Steunou, Khalil Guetari +3
Linking people's appearance and actions to character identities is essential for understanding video narratives. We present a framework for identity-aware video captioning and pers…
Why Is Video Still So Expensive? A Survey of Inference-Efficiency Mechanisms in Video and Audiovisual LLMs
Killian Steunou, Yannis Tevissen, Mounîm A. El Yacoubi
Video understanding has rapidly evolved toward video large language models (VideoLLMs): systems that couple video representations with pretrained large language models and conditio…
PEEK: Picking Essential frames via Efficient Knowledge distillation
Killian Steunou, Anas Filali Razzouki, Khalil Guetari +2
Video-language models can process only a limited number of frames, making frame selection a key bottleneck for efficient video captioning. Most captioning pipelines still rely on u…