A video-text retrieval method that automatically generates and selects multi-perspective video captions with a prompt-optimized multimodal LLM and a mixture-of-experts module, reporting state-of-the-art performance on MSR-VTT, MSVD, and DiDeMo.
Less is more: Clipbert for video-and-language learning via sparse sampling,
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Expertized Caption Auto-Enhancement for Video-Text Retrieval
A video-text retrieval method that automatically generates and selects multi-perspective video captions with a prompt-optimized multimodal LLM and a mixture-of-experts module, reporting state-of-the-art performance on MSR-VTT, MSVD, and DiDeMo.