Temporal Video Understanding

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23 papers in the last four weeks, up 109% on the four weeks before. 0.2% of all new papers.

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  1. SkillSpotter: Pose-Aware Multi-View Skilled Action Detection and Grading in Ego-Exo Videos

    Jun 30, 2026Björn Braun, Christian HolzEgocentric Video UnderstandingTemporal Action Detection

    Department of Computer Science, ETH Zürich, Switzerland

  2. VisReflect: Latent Visual Reflection for Fine-Grained Perception in Long Visual Context

    Jun 29, 2026Xiaoqian Shen, Mohamed ElhoseinyEfficient VLM InferenceAttention Sinks

    King Abdullah University of Science and Technology, Saudi Arabia

  3. DELTAVID: Enhancing Fine-Grained Spatiotemporal Perception with Cross-Video Differences

    Jun 26, 2026Yankai Yang, Yancheng Long, Bin Wen +4Video UnderstandingVideo-Language Models

    1Harbin Institute of Technology, Shenzhen · 2Kuaishou Technology

  4. HumanMoveVQA: Can Video MLLMs reason about human movement in videos?

    Jun 26, 2026Pulkit Gera, Faegheh Sardari, Asmar Nadeem +4VLM EvaluationSpatial Reasoning Benchmarks

    CVSSP, University of Surrey, Guildford, UK · Tesco, UK

  5. Reflect-R1: Evidence-Driven Reflection for Self-Correction in Long Video Understanding

    Jun 26, 2026Shuimu Chen, Yuteng Chen, Yuanshen Guan +7LLM Self-CorrectionLong-Video Understanding

    Tsinghua University · Nanyang Technological University · University of Science and Technology of China +4

  6. Video-MME-Logical: A Controlled Diagnostic Benchmark for Video Temporal-Logical Reasoning

    Jun 26, 2026Hohin Kwan, Hongyu Li, Ray Zhang +5VLM EvaluationMultimodal Large Language Models

    1HKUST · 2Colab, Beihang University · 3CUHK

  7. TRUST: Efficient Abdominal Trauma Recognition via Image-to-Ultrasound-Video Transfer Learning

    Jun 26, 2026Enguang Wang, Hao Zhou, Shuo Gao +2Medical DiagnosisUltrasound Imaging

    School of Biological Science and Medical Engineering, Southeast University, Nanjing, China · Jiangsu Key Laboratory of Biomaterials and Devices, Southeast University, Nanjing, China · State Key Laboratory of Digital Medical Engineering, Southeast University, Nanjing, China +1

  8. Expresso-AI: Explainable Video-Based Deep Learning Models for Depression Diagnosis

    Jun 24, 2026Felipe Moreno, Sharifa Alghowinem, Hae Won Park +1Depression DetectionNeural Network Interpretability

    Media Lab MIT Cambridge, USA

  9. FeVOS: Foresight Expression Video Object Segmentation

    Jun 24, 2026Kehan Lan, Kaining Ying, Henghui DingVideo Object SegmentationReferring Video Object Segmentation

    Institute of Big Data, College of Computer Science and Artificial Intelligence, Fudan University, China

  10. ESTANet: Efficient Online Error Detection in Procedural Videos via Prediction Inconsistency

    Jun 24, 2026Shih-Po Lee, Reza Ghoddoosian, Faizan Siddiqui +2Online Anomaly DetectionTemporal Video Understanding

    Honda Research Institute, USA · Northeastern University

  11. UniDrive: A Unified Vision-Language and Grounding Framework for Interpretable Risk Understanding in Autonomous Driving

    Jun 23, 2026Xiaowei Gao, Pengxiang Li, Yitai Cheng +4VLMs for Autonomous DrivingAutonomous Driving Perception

    Department of Earth Science & Engineering, Imperial College London, London, SW7 2AZ, United Kingdom · Department of Computing, The Hong Kong Polytechnic University, Hong Kong, China · SpaceTimeLab, Department of Civil, Environmental, and Geomatic Engineering, University College London, London, WC1E 6BT, United Kingdom +3

  12. ViTexQA: A Multi-Frame Temporal Perception Dataset for Video Text Question Answering

    Jun 23, 2026Zhentao Guo, Chen Duan, Tongkun Guan +3Multimodal Large Language ModelsVideo QA

    Meituan · Shanghai Jiao Tong University

  13. DBT-Bleed: Dual-Branch Temporal Modeling with Key-Frame Selection for Surgical Bleeding Detection

    Jun 22, 2026Sudhanshu Mishra, Jialang Xu, Jensen Ang +3Surgical Video UnderstandingVideo Frame Selection

    Department of Electrical and Computer Engineering, National University of Singapore, Singapore · UCL Hawkes Institute, Department of Medical Physics and Biomedical Engineering, University College London, London, United Kingdom · Department of Neurosurgery, National Neuroscience Institute, Singapore +1

  14. T-MOR: Learning Motion-Aware Skeleton Representations for Human Action Recognition

    Jun 19, 2026Di Yang, Mahmoud Ali, Quan Kong +2Skeleton-Based Action RecognitionRepresentation Learning

    Suzhou Institute for Advanced Research, University of Science and Technology of China, Suzhou, China · Inria Center at Universit´e Cˆote d’Azur, Valbonne, France · Woven by Toyota, Tokyo, Japan +1

  15. S-Agent: Spatial Tool-Use Elicits Reasoning for Spatial Intelligence

    Jun 18, 2026Yalun Dai, Hao Li, Shulin Tian +10Visual Spatial Reasoning3D Spatial Reasoning

    1NTU · ★Ropedia · 2THU +2

  16. NEST: Narrative Event Structures in Time for Long Video Understanding

    Jun 18, 2026Ali Asgarov, Kaushik Narasimhan, Najibul Haque Sarker +6Long-Video UnderstandingTemporal Video Understanding

    Department of Computer Science, Virginia Tech

  17. Native Active Perception as Reasoning for Omni-Modal Understanding

    Jun 17, 2026Zhenghao Xing, Ruiyang Xu, Yuxuan Wang +8Audio-Visual UnderstandingActive Perception

    1The Chinese University of Hong Kong · †Work done during an internship at Qwen Team, Alibaba Group. · 2Shanghai Jiao Tong University +2

  18. Spatio-Temporal Fusion Model for Standard View Classification of Echocardiographic Videos

    Jun 16, 2026Bo Gou, Jicheng Zhang, Jianlong Xiong +9EchocardiographyTemporal Video Understanding

    Department of Ultrasound, The First Affiliated Hospital of Chengdu Medical College, School of Clinical Medicine, Chengdu Medical College, Chengdu, China · College of Computer Science, Sichuan University, Chengdu, China · Department of Medical Ultrasound, West China Hospital of Sichuan University, Chengdu, China +1

  19. Reasoning Text-to-Video Retrieval for Operating Room Clips via Action-Driven Digital Twins

    Jun 15, 2026Yiqing Shen, Hao Ding, Mathias UnberathSurgical Video UnderstandingVideo Representation Learning

    Johns Hopkins University, Baltimore, MD, USA

  20. InternVideo3: Agentify Foundation Models with Multimodal Contextual Reasoning

    Jun 10, 2026Ziang Yan, Sheng Xia, Jiashuo Yu +10Efficient Multimodal InferenceMultimodal Reasoning

    Shanghai AI Laboratory · Shanghai Innovation Institute · Nanjing University

  21. Q-Fold: Query-Aware Focus-Context Spatio-Temporal Folding for Long Video Understanding

    Jun 10, 2026Biao Tang, Xu Chen, Shuxiang Gou +3Multimodal Large Language ModelsLong-Video Understanding

    Shenzhen Campus of Sun Yat-sen University · Harbin Institute of Technology, Shenzhen · Shenzhen Institute for Advanced Study, University of Electronic Science and Technology of China

  22. SpikeTAD: Spiking Neural Networks for End-to-End Temporal Action Detection

    Jun 10, 2026Min Yang, Mi Zhou, Limin WangEfficient Neural Network InferenceHuman Activity Recognition

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, Jiangsu, China

  23. From Content to Knowledge: Lightning Fast Long-Video Understanding with Neural Knowledge Representations

    Jun 10, 2026Yuchen Guan, Xiao Li, Zongyu Guo +4Efficient VLM InferenceLong-Video Understanding

    Tsinghua Shenzhen International Graduate School, Tsinghua University, Shenzhen, China · Microsoft Research Asia

  24. FactCheck: Feasibility-aware Long-term Action Anticipation with Multi-agent Collaboration

    Jun 10, 2026Rui Cao, Jiannong Cao, Bo Yuan +2Temporal Video Understanding

    Department of Computing, The Hong Kong Polytechnic University, Hong Kong SAR, China · JIUTIAN Research, China Mobile, Beijing, China

  25. Motion Reinforces Appearance: RGB-Skeleton Gated Residual Fusion for Micro-Gesture Online Recognition

    Jun 10, 2026Jialin Liu, Xinwen He, Pengyu Liu +3Gesture RecognitionTemporal Action Detection

    School of Computer Science and Information Engineering, Hefei University of Technology (HFUT), Hefei, China

  26. 4DP-QA: Scalable QA for 4D Perception in Vision Language Models

    Jun 10, 2026Seokju Cho, Abhishek Badki, Hang Su +5VLM EvaluationVLM Reasoning

    1NVIDIA · 2Yale University · *Work done during internship at NVIDIA. +1

  27. Kwai Keye-VL-2.0 Technical Report

    Jun 9, 2026Kwai Keye Team, Bin Wen, Changyi Liu +50Temporal Video GroundingLong-Context Modeling

  28. Interpretable Temporal Facial-Region Motion Analysis for In-the-Wild Parkinson's Disease Video Classification

    Jun 8, 2026Riyadh AlmushrafyVideo UnderstandingMedical Diagnosis

    Majmaah University, Saudi Arabia · Department of Computer Science and Information, College of Science, Majmaah University, Saudi Arabia

  29. SVHighlights: Towards Extremely Long Sport Video Highlight Detection

    Jun 5, 2026Donggyu Lee, Youngbin Ki, Jeonghun Kang +1Sports Video AnalysisLong-Video Understanding

    Ulsan National Institute of Science and Technology Ulsan, Republic of Korea

  30. MotionEnhancer: Leveraging Video Diffusion for Motion-Enhanced Vision-Language Models

    Jun 5, 2026Yifan Xu, Chao Zhang, Ruifei Ma +4VLM AdaptationVision-Language Alignment

    School of Computer Science and Engineering, Beihang University · 2Beijing Digital Native Digital City Research Center · School of Computer Science, Peking University +1