Cover Image

From Frames to Clips: Training-free Adaptive Key Clip Selection for Long-Form Video Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sun, Guangyu, Singhal, Archit, Uzkent, Burak, Shah, Mubarak, Chen, Chen, Kessler, Garin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Narrative Aligned Long Form Video Question Answering
by: Jain, Rahul, et al.
Published: (2026)

Learning to Rank Caption Chains for Video-Text Alignment
by: Blume, Ansel, et al.
Published: (2026)

Think-Clip-Sample: Slow-Fast Frame Selection for Video Understanding
by: Tan, Wenhui, et al.
Published: (2026)

Minimal Clips, Maximum Salience: Long Video Summarization via Key Moment Extraction
by: Pennec, Galann, et al.
Published: (2025)

From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding
by: Wang, Xiangfeng, et al.
Published: (2025)

Video-GPT via Next Clip Diffusion
by: Zhuang, Shaobin, et al.
Published: (2025)

Towards Effective Long Video Understanding of Multimodal Large Language Models via One-shot Clip Retrieval
by: Chen, Tao, et al.
Published: (2025)

RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos
by: Hannan, Tanveer, et al.
Published: (2023)

CounterVid: Counterfactual Video Generation for Mitigating Action and Temporal Hallucinations in Video-Language Models
by: Poppi, Tobia, et al.
Published: (2026)

From Understanding to Engagement: Personalized pharmacy Video Clips via Vision Language Models (VLMs)
by: Mishra, Suyash, et al.
Published: (2026)

FlexiClip: Locality-Preserving Free-Form Character Animation
by: Khandelwal, Anant
Published: (2025)

M-LLM Based Video Frame Selection for Efficient Video Understanding
by: Hu, Kai, et al.
Published: (2025)

Adaptive Greedy Frame Selection for Long Video Understanding
by: Huang, Yuning, et al.
Published: (2026)

Event-Anchored Frame Selection for Effective Long-Video Understanding
by: Chen, Wang, et al.
Published: (2026)

IA-CLAHE: Image-Adaptive Clip Limit Estimation for CLAHE
by: Otsuka, Rikuto, et al.
Published: (2026)

Small Clips, Big Gains: Learning Long-Range Refocused Temporal Information for Video Super-Resolution
by: Zhou, Xingyu, et al.
Published: (2025)

From Captions to Keyframes: KeyScore for Multimodal Frame Scoring and Video-Language Understanding
by: Lin, Shih-Yao, et al.
Published: (2025)

SAGE: Structure-Aware Generative Video Transitions between Diverse Clips
by: Kan, Mia, et al.
Published: (2025)

Feature Clipping for Uncertainty Calibration
by: Tao, Linwei, et al.
Published: (2024)

Jailbreaking Multimodal Large Language Models using Multi-Clip Video
by: Kang, Choongwon, et al.
Published: (2026)

Generative Frame Sampler for Long Video Understanding
by: Yao, Linli, et al.
Published: (2025)

In-Context Learning with Unpaired Clips for Instruction-based Video Editing
by: Liao, Xinyao, et al.
Published: (2025)

Divide, then Ground: Adapting Frame Selection to Query Types for Long-Form Video Understanding
by: Li, Jialuo, et al.
Published: (2025)

Wavelet-based Frame Selection by Detecting Semantic Boundary for Long Video Understanding
by: Chen, Wang, et al.
Published: (2026)

ClipGStream: Clip-Stream Gaussian Splatting for Any Length and Any Motion Multi-View Dynamic Scene Reconstruction
by: Liang, Jie, et al.
Published: (2026)

ClipTBP: Clip-Pair based Temporal Boundary Prediction with Boundary-Aware Learning for Moment Retrieval
by: Kim, Ji-Hyeon, et al.
Published: (2026)

Attend Locally, Remember Linearly: Linear Attention as Cross-Frame Memory for Autoregressive Video Diffusion
by: Li, Kunyang, et al.
Published: (2026)

MDP3: A Training-free Approach for List-wise Frame Selection in Video-LLMs
by: Sun, Hui, et al.
Published: (2025)

ClipTTT: CLIP-Guided Test-Time Training Helps LVLMs See Better
by: Nath, Mriganka, et al.
Published: (2026)

Magic 1-For-1: Generating One Minute Video Clips within One Minute
by: Yi, Hongwei, et al.
Published: (2025)

Privacy Beyond Pixels: Latent Anonymization for Privacy-Preserving Video Understanding
by: Fioresi, Joseph, et al.
Published: (2025)

One Token per Highly Selective Frame: Towards Extreme Compression for Long Video Understanding
by: Zhang, Zheyu, et al.
Published: (2026)

Semantic-Clipping: Efficient Vision-Language Modeling with Semantic-Guidedd Visual Selection
by: Li, Bangzheng, et al.
Published: (2025)

Reasoning over the Behaviour of Objects in Video-Clips for Adverb-Type Recognition
by: Seshadri, Amrit Diggavi, et al.
Published: (2023)

Spectrum Extraction and Clipping for Implicitly Linear Layers
by: Boroojeny, Ali Ebrahimpour, et al.
Published: (2024)

KFS-Bench: Comprehensive Evaluation of Key Frame Sampling in Long Video Understanding
by: Li, Zongyao, et al.
Published: (2025)

FRAG: Frame Selection Augmented Generation for Long Video and Long Document Understanding
by: Huang, De-An, et al.
Published: (2025)

ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation
by: Li, Shengze, et al.
Published: (2024)

PackCache: A Training-Free Acceleration Method for Unified Autoregressive Video Generation via Compact KV-Cache
by: Li, Kunyang, et al.
Published: (2026)

MaxInfo: A Training-Free Key-Frame Selection Method Using Maximum Volume for Enhanced Video Understanding
by: Li, Pengyi, et al.
Published: (2025)