Copertina

Video Evidence to Reasoning Efficient Video Understanding via Explicit Evidence Grounding

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Huang, Yanxiang, Gao, Guohua, Wei, Zhaoyang, Ni, Jianyuan
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Computer Vision and Pattern Recognition
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Open-o3-Video: Grounded Video Reasoning with Explicit Spatio-Temporal Evidence
di: Meng, Jiahao, et al.
Pubblicazione: (2025)

Keeping the Evidence Chain: Semantic Evidence Allocation for Training-Free Token Pruning in Video Temporal Grounding
di: Li, Jiaqi, et al.
Pubblicazione: (2026)

Foresee-to-Ground: From Predictive Temporal Perception to Evidence-Driven Reasoning for Video Temporal Grounding
di: Zheng, Zelin, et al.
Pubblicazione: (2026)

TRACE: Evidence Grounding-Guided Multi-Video Event Understanding and Claim Generation
di: Yan, Pengyu, et al.
Pubblicazione: (2026)

VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning
di: Gao, Zhe, et al.
Pubblicazione: (2026)

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

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

Question-Aware Evidence Ledgers for Video Relational Reasoning
di: Ou, Yilin, et al.
Pubblicazione: (2026)

An Efficient Streaming Video Understanding Framework with Agentic Control
di: Liu, Jinming, et al.
Pubblicazione: (2026)

StreamOV: Streaming Omni-Video Understanding via Evidence-Guided Memory and Response Triggering
di: Xie, Ming, et al.
Pubblicazione: (2026)

Chain-of-Glimpse: Search-Guided Progressive Object-Grounded Reasoning for Video Understanding
di: Wu, Zhixuan, et al.
Pubblicazione: (2026)

Select Less, Reason More: Prioritizing Evidence Purity for Video Reasoning
di: Li, Xuchen, et al.
Pubblicazione: (2025)

Clinically-Grounded Counterfactual Reasoning for Medical Video Diagnosis
di: Gao, Jianzhe, et al.
Pubblicazione: (2026)

VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Videos
di: Rasheed, Hanoona, et al.
Pubblicazione: (2025)

Grounding Video Reasoning in Physical Signals
di: Osmanli, Alibay, et al.
Pubblicazione: (2026)

Free Video-LLM: Prompt-guided Visual Perception for Efficient Training-free Video LLMs
di: Han, Kai, et al.
Pubblicazione: (2024)

Semantic and Visual Evidence for Efficient Long-Video Reasoning: A Solution for the HD-EPIC VQA Challenge
di: Xu, Yinsong, et al.
Pubblicazione: (2026)

EVIDENT: Routing MLLM Adaptation through Entity-Grounded Visual Evidence for Cross-Domain Video Temporal Grounding
di: Ahn, Geo, et al.
Pubblicazione: (2026)

Adaptive Dense Evidence Refinement for Video Relational Reasoning for VRR-QA Challenge
di: Sun, Yuyang, et al.
Pubblicazione: (2026)

STVG-R1: Incentivizing Instance-Level Reasoning and Grounding in Videos via Reinforcement Learning
di: Zhang, Xiaowen, et al.
Pubblicazione: (2026)

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

Video-in-the-Loop: Span-Grounded Long Video QA with Interleaved Reasoning
di: Wang, Chendong, et al.
Pubblicazione: (2025)

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

Cambrian-P: Pose-Grounded Video Understanding
di: Yang, Jihan, et al.
Pubblicazione: (2026)

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

Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning
di: Li, Yifei, et al.
Pubblicazione: (2025)

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

SeViCES: Unifying Semantic-Visual Evidence Consensus for Long Video Understanding
di: Sheng, Yuan, et al.
Pubblicazione: (2025)

Thinking with Drafts: Speculative Temporal Reasoning for Efficient Long Video Understanding
di: Hu, Pengfei, et al.
Pubblicazione: (2025)

$R^2$-Tuning: Efficient Image-to-Video Transfer Learning for Video Temporal Grounding
di: Liu, Ye, et al.
Pubblicazione: (2024)

An LMM for Efficient Video Understanding via Reinforced Compression of Video Cubes
di: Qi, Ji, et al.
Pubblicazione: (2025)

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning
di: Shah, Sahil, et al.
Pubblicazione: (2025)

Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level
di: Deng, Andong, et al.
Pubblicazione: (2024)

VRR-QA: Visual Relational Reasoning in Videos Beyond Explicit Cues
di: Swetha, Sirnam, et al.
Pubblicazione: (2025)

Reasoning over Video: Evaluating How MLLMs Extract, Integrate, and Reconstruct Spatiotemporal Evidence
di: Bang, Seunghwan, et al.
Pubblicazione: (2026)

VideoSEAL: Mitigating Evidence Misalignment in Agentic Long Video Understanding by Decoupling Answer Authority
di: Qiu, Chenhao, et al.
Pubblicazione: (2026)

VER-Bench: Evaluating MLLMs on Reasoning with Fine-Grained Visual Evidence
di: Qiang, Chenhui, et al.
Pubblicazione: (2025)

VideoLLM-online: Online Video Large Language Model for Streaming Video
di: Chen, Joya, et al.
Pubblicazione: (2024)

GeoWeaver: Grounding Visual Tokens with Geometric Evidence before Scene Reasoning
di: Miao, Deshui, et al.
Pubblicazione: (2026)

Harnessing Object Grounding for Time-Sensitive Video Understanding
di: Wu, Tz-Ying, et al.
Pubblicazione: (2025)