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Paper · arXiv

SuperClip Pyramid for Video Temporal Grounding

With the rapid expansion of online video content, video temporal grounding has become essential for localizing moments based on user-specific queries, comprising two subtasks: moment retrieval (MR) and highlight detection (HD). While recent approaches adopt DETR-style decoders or temporal pyramid architectures, they rely on single-scale feature maps or uniformly downsampled representations, limiting their ability to capture semantic boundaries and variable-length events. In this paper, we present SuperClip Video Temporal Grounding (SCVTG) built on a multi-scale temporal hierarchy that better captures distinctive events at various granularities. SCVTG constructs a SuperClip pyramid by grou...

AuthorsSanghyeok Lee, Juyeon Ko, Joonmyung Choi et al.
Primary categorycs.CV
Published17 October 2026
Last updated at source17 October 2026
cs.CV
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