Jul 3, 2024 · We present KeyVideoLLM, a text-video frame similarity-based keyframe selection method designed to manage VideoLLM data efficiently, robustly, and effectively.

Jul 3, 2024 · In this work, we present KeyVideoLLM, a text-video frame similarity-based keyframe selection method designed to manage VideoLLM data efficiently ...

Aug 12, 2024 · The KeyVideoLLM system demonstrates how large language models can be leveraged to tackle the challenge of large-scale video processing. By ...

This paper addresses the overlooked necessity for LLMs to engage in multi-turn function calling--critical for handling compositional, real-world queries.

Title: KeyVideoLLM: Towards Large-scale Video Keyframe Selection · Authors: Hao Liang, Jiapeng Li, Tianyi Bai, Xijie Huang, Linzhuang Sun, Zhengren Wang, Conghui ...

Comparison of three methods for keyframe selection. To the best of our knowledge, this is the first study to select video frames using text-video frames ...

Keyvideollm: Towards large-scale video keyframe selection. H Liang, J Li, T ... Harnessing Diversity for Important Data Selection in Pretraining Large Language ...

KeyVideoLLM: Towards Large-scale Video Keyframe Selection · no code implementations • 3 Jul 2024 • Hao Liang, Jiapeng Li, Tianyi Bai, Xijie Huang, ...

Jul 3, 2024 · KeyVideoLLM是一种文本-视频帧相似性的关键帧选择方法，可实现高达60.9倍的数据压缩率，同时维护了100％的选择成功率，并且不需要超参数调整。此外， ...

KeyVideoLLM: Towards Large-scale Video Keyframe Selection · Hao Liang, Jiapeng ... A Survey of Multimodal Large Language Model from A Data-centric Perspective.