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Author

Juyeon Ko

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Preprint Oct 2026

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 re...

Sanghyeok Lee, Juyeon Ko, Joonmyung Choi et al. · 0 citations
Preprint Aug 2026

Beyond Visual Boundaries: Rethinking Scene Segmentation for Movie RAG

Understanding long-form video remains a fundamental challenge for multimodal large language models (MLLMs). Sparse frame sampling fails to capture fine-grained visual details, while dense sampling quickly exceeds context length limits. Retrieval-augmented generation (RAG) offers a promising middle ground by selectively...

Dong-Hee Kim, Seonwoo Choi, Changbeen Kim et al. · 1 citation · ⚡1

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