"long-form video understanding" Papers

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BOLT: Boost Large Vision-Language Model Without Training for Long-form Video Understanding

Shuming Liu, Chen Zhao, Tianqi Xu et al.

CVPR 2025arXiv:2503.21483

Building a Mind Palace: Structuring Environment-Grounded Semantic Graphs for Effective Long Video Analysis with LLMs

Zeyi Huang, Yuyang Ji, Xiaofang Wang et al.

CVPR 2025arXiv:2501.04336

Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding

Xiaoyi Zhang, Zhaoyang Jia, Zongyu Guo et al.

NEURIPS 2025oralarXiv:2505.18079

LongVPO: From Anchored Cues to Self-Reasoning for Long-Form Video Preference Optimization

Zhenpeng Huang, Jiaqi Li, zihan jia et al.

NEURIPS 2025arXiv:2602.02341

ReVisionLLM: Recursive Vision-Language Model for Temporal Grounding in Hour-Long Videos

Tanveer Hannan, Md Mohaiminul Islam, Jindong Gu et al.

CVPR 2025arXiv:2411.14901

MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning

Chaoyi Zhang, Kevin Lin, Zhengyuan Yang et al.

CVPR 2024highlightarXiv:2311.17435