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TMLR 2026Video understanding

Cog-VADU: A Training-Free Cognitive Reasoning Framework for Video Anomaly Detection and Understanding

Cog-VADU reformulates video anomaly detection as sequential cognitive reasoning via recurrent chain-of-thought prompting and cross-modal re-ranking for training-free zero-shot performance.

Mohd Ubaid Wani, Sara Atito, Josef Kittler, Muhammad Awais

Published Oct 1, 2026 · 0 citations

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EURASIP Journal on Image and Video Processing 2025Video understanding

A comprehensive survey on RGB-D-based human action recognition: algorithms, datasets, and popular applications

This survey reviews CNN, RNN, and Transformer algorithms, datasets, and applications for RGB-D human action recognition.

Yumin Zhang, Yanyong Wang

Published Aug 13, 2025 · 16 citations

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NeurIPS 2026PurdueJohns HopkinsHonda Research InstituteHonda Research Institution USVideo understanding

Adaptive Residual Quantization for Memory-Efficient Temporal Action Segmentation

Gerard L Donahue, Guven Gergerli, Ayush Gupta, Reza Ghoddoosian and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026PekingYizhun Intelligent Technology CoVideo understanding

A Principled Optimal Transport Framework for Frame Selection in Long Video Understanding

Ziwei Zhao, Yuhang Liu

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The University of QueenslandAdelaideBaiduPekingVideo understanding

StreamMind: Dynamic Streaming Cognition for Online Video Understanding

Zhuojie Wu, Xin Shen, Chenxi Miao, Weikang Li and 3 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026PekingU California, Los AngelesUCLA | ColumbiaUCLAVideo understanding

Does Inference-Time Reasoning Really Improve Video Understanding?

Zhuohao Yu, Yu Zhou, Zhecan Wang, Rui Sun and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Sung Kyun KwanSungkyunkwanVideo understanding

Towards Generalizable Partially Relevant Video Retrieval

Woojin Jun, Cheol-Ho Cho, MinSeok Jung, SuBeen Lee and 1 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Université de MontréalMcGillUniversité de Montréal Video understanding

Emotion-Trained Vision Models Do Not Necessarily Learn EEG-Aligned Facial Dynamics

Maryem Benslimane, Hamza Abdelhedi, Vanessa Hadid, Karim Jerbi

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026National Tsing HuaKarolinska Institute StockholmNVIDIAVideo understanding

TTVidT: Decoupling the Temporal Axis for Efficient Motion-Centric Video Pretraining

Shih-Ying Yeh, Daniel Z Kaplan, Xuehai Wang, Fu-En Yang and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026U Science and Technology of ChinHuawei Technologies Ltd.Video understanding

LifeStream: Token Life-Cycle Modeling for Training-Free Online Video Understanding

Yifan Ge, Zhihang Liu, Jiannan Ge, Chenhui Jin and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Pohang University of Science andPOSTECHENPC / IP ParisVideo understanding

Long-Term Composition of Human-Object Interactions

Dayoung Gong, Minsu Cho, Gul Varol

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026SIngapore ManagementSingapore ManagementVideo understanding

Temporal Slice Learning for AI-Generated Video Detection with 400× Fewer FLOPs

Wei Shang, Zhiyuan Li, Shengfeng He

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Southern University of Science aHKUSTCUHKWeChat Security AI TeamHong Kong University of Science Video understanding

FrameScout: Scouting Query-Relevant Frames for Long Video Understanding

Haonan Hu, Shuhao Chen, Weisen Jiang, Lizhao Gao and 2 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026KyungheeU Illinois at Urbana-ChampaignKyung HeeVideo understanding

TimeTraveler: Temporal Strategy Planning with Time Dictionary for Streaming Video Understanding

Minkuk Kim, Junho Kim, Seong Tae Kim

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The Hong Kong University of ScieGuangdong University of TechnoloThe Hong Kong University of ScieVideo understanding

Reinforced Evidence-Aware Long Video Understanding

Yuan Xie, Tianshui Chen, Deyu Zhou, Lionel Ni

Paris Poster Session 4, Thu, Dec 10, 5:30 PM–7:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026BogaziciVideo understanding

AuGhostmentation: The Eyes Never Stand Still—$\textit{Why Should CNNs?}$

Emirhan Inan, Suayb Arslan

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Kyung HeeUC San DiegoUCSDVideo understanding

TRACE: Trajectory-Aware Conceps for Explainable Video Understanding

Wooil Lee, Junpyo Hong, Jongseo Lee, Tuomas Oikarinen and 2 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Albert-Ludwigs-Universität FreibU FreiburgRobert Bosch GmbHBoschGoogle, TUMVideo understanding

WayPOP: A Panoramic Open-Set Panoptic Tracking Benchmark

Rohit Mohan, Maximilian Luz, Swarnava Chowdhury, Yao Lu and 6 more

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Huazhong University of Science aPekingChina University of GeoscienceHuazhong University of Science aVideo understanding

SEEK-VAU: Towards Evidence-Faithful Video Anomaly Understanding via Agentic Search

MINGHE WANG, Weijun Zeng, Dapeng Luo, Xinyue Wang and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Ludwig-Maximilians-Universität MU MunichVideo understanding

StaDy: Factorizing the World into Static and Dynamic via Likelihood Matching

Thomas Ressler-Antal, Frank Fundel, Malek Ben Alaya, Stefan Andreas Baumann and 1 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Alibaba GroupBeijing University of AeronauticAlibabaVideo understanding

Hierarchical Adaptive Frame Sampling For Video Understanding

Y Ys, Daiqi Shi, Shuang Li, Liao Zhang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026TencentU the Chinese Academy of ScienceBeijing ForestryTsinghuaInstitute of automation, ChineseVideo understanding

HIMMEL: Hierarchical Interleaved Multi-stream Motion Encoding for Long Video Understanding

Haopeng Jin, Tiankun Yang, Zhenyu Guan, ShiQuan Dong and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026King Fahad University of PetroleHumainImam Abdulrahman Bin FaisalMBZUAIKing Fahd University of PetroleuVideo understanding

Isharah-Selfie: Continuous Sign Language Recognition Dataset for One-handed Signing

Ahmed A Hasanaath, Murtadha Aljubran, Sarah Alyami, Muhammad Haris Khan and 1 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Korea Advanced Institute of ScieKAISTKorea Advanced Institute of ScieKoreaKorea Advanced Institute of ScieVideo understanding

HAPACT: A Benchmark For Human-Centric Physical Impact Localization in Movies

Youngrae Kim, Yejin Jang, Eunho Kim, Youjin Sung and 3 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026, WuhanWuhanVideo understanding

SCG-HF: Semantic Consistency Grouping for Hierarchical Fusion in Video Emotion Recognition

Muci Li, Yujing Rao, He Li, Mang Ye

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026MITIndependentVideo understanding

DSAD: Dynamic Soft Anisotropic Diagrams for Reduced-Order Video Representation

Zhiyang Dou, Laki Iinbor, Wojciech Matusik

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026U OxfordGoogle DeepMindShanghai JiaotongVideo understanding

As the Story Unfolds: Watching a Film and Identifying Characters as a Human Does

Zhongrui Gui, Junyu Xie, Tengda Han, Weidi Xie and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Ben Gurion University of the NegAmazon & Ben GurionBen-GurionVideo understanding

Video Stitching from Multiple Moving Cameras

Shira Ifergane, Roy Amoyal, Shahar Benishay, Oren Freifeld

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Queen Mary, University of LondonNational Technical University ofQueen Mary University of London Video understanding

Behaviour4All: A Dependency-Aware Toolkit for in-the-wild Facial Behaviour Analysis

Dimitrios Kollias, Chunchang Shao, Odysseus Kaloidas, Ioannis Patras

Paris Poster Session 6, Fri, Dec 11, 2:30 PM–4:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Seoul NationalSeoul National Univ. & HanwhVideo understanding

From Matching to Reasoning: Query-Aware Long Video Summarization

Mingu Kang, Sumin Kim, Hyunjin Lee, Sungmin Yang and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026The University of Texas at AustiCarletonUBC and Vector InstituteU British ColumbiaUBC / VectorVideo understanding

LookWhen? Fast Video Recognition by Learning When, Where, and What to Compute

Ali Salamatian, Anthony Fuller, Pritam Sarkar, James Green and 2 more

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026East China NormalLIGHTSPEED STUDIOSLightSpeedVideo understanding

Q-Focus: Let the Question Guide What to See in Long Videos

Junbo Qiao, Xinning Chai, Dong Fang, Sifa Xie and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026UTexas Austin, McGill, MILACornellMcGillMcGill University, McGillMcGill University / Mila / DeepMVideo understanding

The Prestige: Benchmarking Cognitive Visual Reasoning using Magic Tricks

Shuo Wen, Beixi Du, Edwin Meriaux, Junming Shi and 4 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026U Illinois, Urbana-ChampaignU Illinois, Urbana-champaignUIUCU Illinois Urbana-ChampaignVideo understanding

PIVOT: A Unified Agentic Framework for Streaming Long-Video Understanding

Qiushi Lyu, Qianlan Yang, Ziqi Pang, Yu-Xiong Wang and 1 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026PekingZhongguancun AcademyHarbin Institute of TechnologyBeijing Academy of Artificial InVideo understanding

HyrCap: Hybrid Rank-Calibration of Action Proposals for Temporal Event Understanding

Rui Chen, Xingyu Chen, Pengxin Xu, Kai Chen and 1 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Chung-AngVideo understanding

TF-PRVR: Training-Free Partially Relevant Video Retrieval for Real-World Generalization

Giyeol Kim, Chanho Eom

Sydney Poster Session 3, Wed, Dec 9, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026LeidenVideo understanding

Where Do We (Not) Need Temporal Context in Low-Resource Video Task Adaptation?

Luc Sträter, Hazel Doughty

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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NeurIPS 2026Renmin University of ChinaDepartment of Computer Science, U North Carolina at Chapel HillVideo understanding

Elephant in the Fridge: Constant-Memory Frame Packing for Long Video Understanding

Shuo Gao, Chenhao Zheng, Jason Ren

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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NeurIPS 2026Queen Mary, University of LondonSoutheastU the Bundeswehr MunichQueen Mary University of LondonNanjing University of Science anVideo understanding

ViewSAM: Learning View-aware Semantics for Weakly Supervised Cross-view Referring Multi-Object Tracking

Jiawei Ge, Xintian Zhang, Jiuxin Cao, Bo Liu and 8 more

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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NeurIPS 2026Texas A&M University QatarU BonnTexas A&M University - ColleHamad Bin KhalifaVideo understanding

Perception, Not Reasoning, Limits Visual Theory of Mind

Mohamed Rayan Barhdadi, Syed Talal Wasim, Jürgen Gall, Erchin Serpedin and 1 more

Sydney Poster Session 5, Thu, Dec 10, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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