Author

M. E. El Yacoubi

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#small language model Preprint Oct 2026

Beyond Anonymous Captions: Grounding Character Identity in Video Captioning and Question Answering

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 person-centric question answering that combines automatic character identification, explicit spatial grounding, and task-specific adaptation. St...

A. F. Razzouki, Killian Steunou, Khalil Guetari et al. · 0 citations

#computer vision Review Sep 2026

Why Is Video Still So Expensive? A Survey of Inference-Efficiency Mechanisms in Video and Audiovisual LLMs

This survey covers inference-efficiency mechanisms for visual and audiovisual VideoLLMs that report concrete reductions in parameter count, FLOPs per input, latency, memory, or visual and audio token count, and organize methods by the pipeline stage at which they act.

Killian Steunou, Yannis Tevissen, M. E. El Yacoubi · 0 citations