Cover Image

Iterative Zoom-In: Temporal Interval Exploration for Long Video Understanding

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Chenglin, Chen, Qianglong, fengtao, Zhang, Yin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

VideoCogQA: A Controllable Benchmark for Evaluating Cognitive Abilities in Video-Language Models
by: Li, Chenglin, et al.
Published: (2024)

VideoThinker: Building Agentic VideoLLMs with LLM-Guided Tool Reasoning
by: Li, Chenglin, et al.
Published: (2026)

Active Video Perception: Iterative Evidence Seeking for Agentic Long Video Understanding
by: Wang, Ziyang, et al.
Published: (2025)

VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding
by: Wang, Shihao, et al.
Published: (2025)

VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG
by: Fu, Honghao, et al.
Published: (2026)

AdaZoom-GUI: Adaptive Zoom-based GUI Grounding with Instruction Refinement
by: Pei, Siqi, et al.
Published: (2026)

VideoPro: Adaptive Program Reasoning for Long Video Understanding
by: Li, Chenglin, et al.
Published: (2025)

TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability
by: Chen, Shimin, et al.
Published: (2024)

VideoRouter: Query-Adaptive Dual Routing for Efficient Long-Video Understanding
by: Lin, Kuanwei, et al.
Published: (2026)

VCA: Video Curious Agent for Long Video Understanding
by: Yang, Zeyuan, et al.
Published: (2024)

AttZoom: Attention Zoom for Better Visual Features
by: DeAlcala, Daniel, et al.
Published: (2025)

Video Panels for Long Video Understanding
by: Doorenbos, Lars, et al.
Published: (2025)

Think with Grounding: Curriculum Reinforced Reasoning with Video Grounding for Long Video Understanding
by: Chen, Houlun, et al.
Published: (2026)

Apollo: An Exploration of Video Understanding in Large Multimodal Models
by: Zohar, Orr, et al.
Published: (2024)

Agentic Video Intelligence: A Flexible Framework for Advanced Video Exploration and Understanding
by: Gao, Hong, et al.
Published: (2025)

AdaCM$^2$: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction
by: Man, Yuanbin, et al.
Published: (2024)

TimeSearch-R: Adaptive Temporal Search for Long-Form Video Understanding via Self-Verification Reinforcement Learning
by: Pan, Junwen, et al.
Published: (2025)

ColorEdit: Training-free Image-Guided Color editing with diffusion model
by: Yin, Xingxi, et al.
Published: (2024)

VideoTemp-o3: Harmonizing Temporal Grounding and Video Understanding in Agentic Thinking-with-Videos
by: Liu, Wenqi, et al.
Published: (2026)

VideoZoomer: Reinforcement-Learned Temporal Focusing for Long Video Reasoning
by: Ding, Yang, et al.
Published: (2025)

Temporal Preference Optimization for Long-Form Video Understanding
by: Li, Rui, et al.
Published: (2025)

Zooming into Comics: Region-Aware RL Improves Fine-Grained Comic Understanding in Vision-Language Models
by: Chen, Yule, et al.
Published: (2025)

HLV-1K: A Large-scale Hour-Long Video Benchmark for Time-Specific Long Video Understanding
by: Zou, Heqing, et al.
Published: (2025)

Just Zoom In: Cross-View Geo-Localization via Autoregressive Zooming
by: Erzurumlu, Yunus Talha, et al.
Published: (2026)

Event-VStream: Event-Driven Real-Time Understanding for Long Video Streams
by: Guo, Zhenghui, et al.
Published: (2026)

Zoom-Zero: Reinforced Coarse-to-Fine Video Understanding via Temporal Zoom-in
by: Shen, Xiaoqian, et al.
Published: (2025)

VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding
by: Kim, Kangsan, et al.
Published: (2024)

LVBench: An Extreme Long Video Understanding Benchmark
by: Wang, Weihan, et al.
Published: (2024)

TimeScope: Towards Task-Oriented Temporal Grounding In Long Videos
by: Liu, Xiangrui, et al.
Published: (2025)

Zoom in, Click out: Unlocking and Evaluating the Potential of Zooming for GUI Grounding
by: Jiang, Zhiyuan, et al.
Published: (2025)

Video-EM: Event-Centric Episodic Memory for Long-Form Video Understanding
by: Wang, Yun, et al.
Published: (2025)

Enhancing Long Video Understanding via Hierarchical Event-Based Memory
by: Cheng, Dingxin, et al.
Published: (2024)

QuickVideo: Real-Time Long Video Understanding with System Algorithm Co-Design
by: Schneider, Benjamin, et al.
Published: (2025)

Unified and Dynamic Graph for Temporal Character Grouping in Long Videos
by: Shu, Xiujun, et al.
Published: (2023)

EgoExo-Con: Exploring View-Invariant Video Temporal Understanding
by: Jung, Minjoon, et al.
Published: (2025)

TimeSearch: Hierarchical Video Search with Spotlight and Reflection for Human-like Long Video Understanding
by: Pan, Junwen, et al.
Published: (2025)

TC-LLaVA: Rethinking the Transfer from Image to Video Understanding with Temporal Considerations
by: Gao, Mingze, et al.
Published: (2024)

Deep Video Discovery: Agentic Search with Tool Use for Long-form Video Understanding
by: Zhang, Xiaoyi, et al.
Published: (2025)

Seeing the Unseen: Zooming in the Dark with Event Cameras
by: Kai, Dachun, et al.
Published: (2026)

Video-CCAM: Enhancing Video-Language Understanding with Causal Cross-Attention Masks for Short and Long Videos
by: Fei, Jiajun, et al.
Published: (2024)