Egocentric Video Understanding

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  1. EgoPhys: Estimating Peak Contact Force and Mechanical Work from Egocentric Manipulation Video

    Oct 8, 2026Zhuo Dong, Jianhua Yang, Haohao Li +4Human-Object InteractionEgocentric Video Understanding

  2. FloorSAV: Elucidating Spatial Audio-Visual Context with 2D Floormap for AV-LLMs

    Oct 8, 2026Kyeong-Rae Kim, Sungnyun Kim, Tae-Hyun Oh3D Spatial ReasoningAudio-Visual Understanding

  3. Never Look Back: Understanding Persistence in 3D Object Memory from Egocentric Videos

    Oct 7, 2026Shravan Chaudhari, William Paul, Suchi Saria +2Memory-Augmented Video UnderstandingEgocentric Video Understanding

  4. MacJEPA: Missingness-Robust Audio-Visual Recognition from Untrimmed Egocentric Videos

    Oct 6, 2026Souptik Sen, Zahra AhmadiMissing-Modality LearningAudio-Visual Understanding

  5. NextMe-800: Anticipating Personal Behavior from Months of Egocentric Video

    Oct 1, 2026Zhaoxu Meng, Yiming Sun, Mingyuan Gao +5Next-Action PredictionEgocentric Video Understanding

  6. EgoFound3R: End-to-End Egocentric Hand Reconstruction in World Space with Point-Wise Interaction Attributes

    Oct 1, 2026Hongming Fu, Jingcheng Shi, Wenjia Wang +23D Hand Pose Estimation3D Reconstruction

  7. EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos

    Sep 30, 2026Shulin Tian, Junsu Kim, Shuai Liu +17Tool-Use EvaluationTool Use in VLMs

  8. GazeFlow: From Human Gaze Behavior to Generative Egocentric Gaze Prediction

    Sep 29, 2026Sheng Zhao, Weikai Lin, Yuhao ZhuGaze EstimationEgocentric Video Understanding

  9. Does Local Video Understanding Transfer Across Encounters? The EgoGears Benchmark

    Sep 29, 2026Yuedong Tan, Lei Qi, Yu Liu +13Video UnderstandingEgocentric Video QA

  10. InfiniHand: Streaming World-Space Hand Motion Estimation from Egocentric Video

    Sep 28, 2026Kerui Ren, Kaiwen Song, Weiguang Zhao +83D Hand Pose EstimationCamera Pose Estimation

  11. Functional Hand Type Prior for 3D Hand Pose Estimation and Action Recognition from Egocentric View Monocular Videos

    Sep 28, 2026Wonseok Roh, Seung Hyun Lee, Won Jeong Ryoo +53D Hand Pose EstimationEgocentric Video Understanding

  12. CE4^4L: Continual Ego, Exo, and Ego-Exo Learning

    Sep 20, 2026Hongwei Yan, Kanglei Zhou, Yuchen Liu +3Temporal Action SegmentationNext-Action Prediction

  13. PROVIA: Procedure State Tracking for Online Mistake Detection in Egocentric Videos

    Sep 17, 2026Di Wen, Kailun Yang, Jimmy Weissert +7Egocentric Video UnderstandingState Tracking

  14. HAP: A Hand-Driven Active Perception Framework for Egocentric Head Motion Prediction

    Sep 16, 2026Yunji Feng, Junyi Ma, Guanzhong Sun +2Egocentric Video UnderstandingHuman Motion Prediction

  15. CapMem: A Benchmark for Caption-Based Episodic Memory in Egocentric Video

    Sep 15, 2026Dingli Liang, Yiqiao Xie, Yukai Huang +6Memory-Augmented VLMsEgocentric Video QA

  16. From Where to How: Continuous 4D Interaction Forecasting from Egocentric Video

    Sep 8, 2026Qiaohui Chu, Haoyu Zhang, Meng Liu +3Egocentric Video UnderstandingHuman Motion Prediction

  17. MINT: A Unified Model for World-Space Camera and Hand Motion Estimation from Scalable Egocentric Pipeline Supervision

    Sep 4, 2026Zijie Zhu, Weiren Cai, Yizhou Wang +43D Hand Pose EstimationCamera Pose Estimation

  18. Seeing the World and the Self from Egocentric Video

    Sep 1, 2026Kai Guan, Minchao Jiang, Ruichen WangLi +2Markerless Motion Capture3D Reconstruction

  19. ACE-Ego-Hand: Repurposing Video Diffusion Models for Occlusion-Robust Egocentric 3D Hand Motion Recovery

    Aug 20, 2026Yufei Liu, Xixi Wang, Hao Li +8Video Diffusion Models3D Hand Pose Estimation

  20. EgoMonth: A Month-Level Egocentric Video Benchmark for Long-Term Spatiotemporal Memory

    Aug 13, 2026Weitao Chen, Hu Jiaxin, Xie Tianyidan +15Egocentric Video QAVideo-Language Model Evaluation

  21. R4DSG: Relative 4D Scene Graph Memory for Object-Centric Question Answering in Long Egocentric Video

    Aug 11, 2026Ke Ma, Yamin Mao, Weiming Li +5Egocentric Video QAVideo QA

  22. EgoTrack3D: A Modular Framework for Egocentric 3D Object Tracking

    Aug 8, 2026Jan Kulik, Bjarni Dagur Thor Karason, Yung-Hsu Yang +3Visual Object TrackingDynamic Scene Reconstruction

  23. SCOUT: Self-Checking and Recovery-Aware Tool-Thought Agents for Ultra-Long Egocentric Video Reasoning

    Aug 8, 2026Keyang Zhong, Kuo Wang, Peng Liu +5Temporal Video GroundingGroup Relative Policy Optimization

  24. GST-Bench: Can VLMs Develop Global Spatial Awareness from Video?

    Aug 6, 2026Qifeng Zhang, Kaixiang Huang, Heng Dong +6VLM EvaluationSpatial Reasoning Benchmarks

  25. Cooking beyond Frames: A Stereo Event Camera Dataset in the Kitchen

    Aug 5, 2026Chengming Feng, Hesam Araghi, Liming Zheng +4Event-Based VisionHuman Activity Recognition