Semantics-Enriched Cross-Modal Alignment for Complex-Query Video Moment Retrieval
Xingyu Shen, Xiang Zhang, Xun Yang, Yibing Zhan, Long Lan, Jianfeng Dong, Hongzhou Wu
Abstract
Video moment retrieval (VMR) aims to search for a video segment that matches the search intent in a query sentence, which has received increasing attention in recent years, due to its practical values in various fields. Existing efforts devoted to this interesting yet challenging task typically encode the query sentence and video segments into unstructured global representations for cross-modal interaction and fusion, which may fail to accurately capture the search intent in complex queries with multi-granularity semantics.
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- Audio Does Matter: Importance-Aware Multi-Granularity Fusion for Video Moment RetrievalJunan Lin, Daizong Liu, Xianke Chen, Xiaoye Qu et al.ACM MM 2025 · 3 citations
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