"video understanding benchmarks" Papers

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CG-Bench: Clue-grounded Question Answering Benchmark for Long Video Understanding

Guo Chen, Yicheng Liu, Yifei Huang et al.

ICLR 2025arXiv:2412.12075

DisCo: Towards Distinct and Coherent Visual Encapsulation in Video MLLMs

JIAHE ZHAO, rongkun Zheng, Yi Wang et al.

ICCV 2025arXiv:2507.10302

mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models

Jiabo Ye, Haiyang Xu, Haowei Liu et al.

ICLR 2025arXiv:2408.04840

RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video

ShuHang Xun, Sicheng Tao, Jungang Li et al.

NEURIPS 2025arXiv:2505.02064

Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks

Nina Shvetsova, Arsha Nagrani, Bernt Schiele et al.

CVPR 2025arXiv:2503.18637

When Thinking Drifts: Evidential Grounding for Robust Video Reasoning

Romy Luo, Zihui (Sherry) Xue, Alex Dimakis et al.

NEURIPS 2025arXiv:2510.06077

Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization

Yang Jin, Zhicheng Sun, Kun Xu et al.

ICML 2024oralarXiv:2402.03161