Cover Image

VideoEval-Pro: Robust and Realistic Long Video Understanding Evaluation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ma, Wentao, Ren, Weiming, Jia, Yiming, Li, Zhuofeng, Nie, Ping, Zhang, Ge, Chen, Wenhu
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

Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers
by: Ren, Weiming, et al.
Published: (2025)

VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model
by: Li, Xinhao, et al.
Published: (2024)

VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation
by: Ren, Weiming, et al.
Published: (2024)

Context Forcing: Consistent Autoregressive Video Generation with Long Context
by: Chen, Shuo, et al.
Published: (2026)

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

ConsistI2V: Enhancing Visual Consistency for Image-to-Video Generation
by: Ren, Weiming, et al.
Published: (2024)

StreamingEval: A Unified Evaluation Protocol towards Realistic Streaming Video Understanding
by: Tang, Guowei, et al.
Published: (2026)

VideoScore2: Think before You Score in Generative Video Evaluation
by: He, Xuan, et al.
Published: (2025)

AnyV2V: A Tuning-Free Framework For Any Video-to-Video Editing Tasks
by: Ku, Max, et al.
Published: (2024)

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

Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding
by: Liu, Xiangrui, et al.
Published: (2025)

Video-MTR: Reinforced Multi-Turn Reasoning for Long Video Understanding
by: Xie, Yuan, et al.
Published: (2025)

UniVideo: Unified Understanding, Generation, and Editing for Videos
by: Wei, Cong, et al.
Published: (2025)

I2VWM: Robust Watermarking for Image to Video Generation
by: Wang, Guanjie, et al.
Published: (2025)

VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction
by: Liang, Jiarong, et al.
Published: (2026)

LongInsightBench: A Comprehensive Benchmark for Evaluating Omni-Modal Models on Human-Centric Long-Video Understanding
by: Han, ZhaoYang, et al.
Published: (2025)

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

MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs
by: Peng, Tianhao, et al.
Published: (2025)

Physion-Eval: Evaluating Physical Realism in Generated Video via Human Reasoning
by: Zhang, Qin, et al.
Published: (2026)

MMMU-Pro: A More Robust Multi-discipline Multimodal Understanding Benchmark
by: Yue, Xiang, et al.
Published: (2024)

VideoGen-Eval: Agent-based System for Video Generation Evaluation
by: Yang, Yuhang, et al.
Published: (2025)

EvalCrafter: Benchmarking and Evaluating Large Video Generation Models
by: Liu, Yaofang, et al.
Published: (2023)

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

A Unified Framework for Human-centric Point Cloud Video Understanding
by: Xu, Yiteng, et al.
Published: (2024)

DrVideo: Document Retrieval Based Long Video Understanding
by: Ma, Ziyu, et al.
Published: (2024)

Video Token Merging for Long-form Video Understanding
by: Lee, Seon-Ho, et al.
Published: (2024)

LVOmniBench: Pioneering Long Audio-Video Understanding Evaluation for Omnimodal LLMs
by: Tao, Keda, et al.
Published: (2026)

OmniEdit: Building Image Editing Generalist Models Through Specialist Supervision
by: Wei, Cong, et al.
Published: (2024)

Long Video Understanding with Learnable Retrieval in Video-Language Models
by: Xu, Jiaqi, et al.
Published: (2023)

APVR: Hour-Level Long Video Understanding with Adaptive Pivot Visual Information Retrieval
by: Gao, Hong, et al.
Published: (2025)

VideoLucy: Deep Memory Backtracking for Long Video Understanding
by: Zuo, Jialong, et al.
Published: (2025)

LVC: A Lightweight Compression Framework for Enhancing VLMs in Long Video Understanding
by: Wang, Ziyi, et al.
Published: (2025)

Linear Scaling Video VLMs for Long Video Understanding
by: Eyzaguirre, Cristobal, et al.
Published: (2026)

KFFocus: Highlighting Keyframes for Enhanced Video Understanding
by: Nie, Ming, et al.
Published: (2025)

Progressive Video Condensation with MLLM Agent for Long-form Video Understanding
by: Yin, Yufei, et al.
Published: (2026)

DynamicEval: Rethinking Evaluation for Dynamic Text-to-Video Synthesis
by: Babu, Nithin C., et al.
Published: (2025)

MedHorizon: Towards Long-context Medical Video Understanding in the Wild
by: Du, Bodong, et al.
Published: (2026)

SwapAnyone: Consistent and Realistic Video Synthesis for Swapping Any Person into Any Video
by: Zhao, Chengshu, et al.
Published: (2025)

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

Video-Oasis: Rethinking Evaluation of Video Understanding
by: Lim, Geuntaek, et al.
Published: (2026)