Overview

Point tracking estimates where points move across video frames, including when they are occluded, leave the view, or reappear. Methods range from optical-flow and feature-matching systems to recurrent transformers, event-camera trackers, and models that combine image trajectories with depth or 3D geometry. The task supports applications such as robotics, medical imaging, video editing, and motion understanding, and is evaluated on benchmarks including TAP-Vid and 3D multi-view tracking sets. Current work seeks reliable long-term tracks with less annotation and computation, while accurate geometry and robustness to large motion and occlusion remain difficult.

Latest papers

CardsList

36 papers2 papers in the last four weeks, down 75% on the four weeks before. 0.0% of all new papers.

  1. Beyond Region Memory: Local Point Tracking for Vocal Cord Localization in Video Laryngoscopy

    Oct 28, 2026Huayu Wang, Gyungmin Ko, Jung Heon Kim +9Medical Image LocalizationVideo Object Detection

  2. Investigating the trackability of landmarks in NBI and WLI

    Oct 23, 2026Jonas Below, Piermarco Gerli, Anna Jötten +5Point TrackingEndoscopy

  3. STEP: Surgical Point Tracking from Sparse Endpoints and Pseudo-trajectories

    Oct 22, 2026Bing Fan, Anwesa Choudhuri, Zhongpai Gao +5Point TrackingWeakly Supervised Learning

  4. 3D Point Tracking with State Space Models

    Sep 27, 2026Masahiro Ogawa, Qi An, Atsushi YamashitaPoint Tracking3D Point Tracking

  5. TrackEverything: Long Horizon Dense Tracking via De-Duplicating 3D Scene Representations

    Sep 24, 2026Ayush Jain, Sreeharsha Paruchuri, Ishita Gupta +5Point Tracking3D Point Tracking

  6. SAVTrack: Selective Vote Aggregation for Reliability-Aware Point Cloud Tracking

    Sep 15, 2026Sifan Zhou, Linyue Tan, Qiwei Wang +2Point Tracking3D Point Tracking

  7. S3-Tracker: Self-Supervised Surgical Tissue Tracking With Contrastive Random Walks

    Sep 13, 2026Jiaming Zhang, Zijian Wu, Mehran Armand +1Point TrackingSurgical Video Understanding

  8. LPA-CWM: A Learned Physical Adjudicator for Motion Reasoning with Counterfactual World Models

    Sep 12, 2026Kunwei Wu, Xiang Liu, Guocai Yao +5Point TrackingCounterfactual Learning

  9. Predictive Multi-Landmark OCT Tracking for Increased Motion Robustness

    Sep 10, 2026Konrad Reuter, Suresh Guttikonda, Chaitali Uday Karekar +2Point TrackingObject Pose Estimation

  10. Point4D: Long-range 4D Motion Reconstruction

    Sep 8, 2026Minsik Jeon, Jay Karhade, Deva Ramanan +1Point Tracking3D Point Tracking

  11. TAPVid-MV: A Benchmark for Tracking Any Point in 3D Across Multiple Views

    Sep 1, 2026Skanda Koppula, Frano Rajic, Abdullah Faiz Ur Rahman +9Point Tracking3D Point Tracking

  12. KLTNet: Learning Sparse Feature Tracking for Robust and Accurate Monocular Visual-Inertial Odometry

    Aug 25, 2026Renbiao Jin, Danping Zou, Wenxian YuPoint TrackingVisual-Inertial Odometry

  13. Marrying Optimal Transport and ODEs for Unified Continuous-Time 4D Reconstruction and Tracking

    Aug 10, 2026Liying Yang, Hao Mo, Jialun Liu +7Point Tracking4D Reconstruction

  14. Point Tracking in Surgery--The 2025 Surgical Tattoos in Infrared Challenge (STIRC2025)

    Jul 14, 2026Adam Schmidt, Mert Asim Karaoglu, Zijian Wu +32Point TrackingSurgical Video Understanding

  15. A Unified Model for Highly Accurate ECG-Free Dynamic Coronary Roadmapping Using Spatio-Temporal Transformers

    Jul 9, 2026Saahil Islam, Sebastian Piat, Venkatesh N. Murthy +4Point TrackingMedical Imaging

  16. E-TraMamba: A New Paradigm for Efficient Long-Term 3D Feature Tracking with Event Cameras

    Jul 3, 2026Juwei Shen, Yujie Wu, Changwen ChenPoint TrackingEvent-Based Vision

  17. Generative AI for Safe and Photorealistic Drone Light Shows

    Jun 24, 2026Pascal Reinhold, Alexander Gräfe, Sebastian TrimpePoint TrackingMulti-Robot Motion Planning

  18. ISOPoT: Imaging Sonar Odometry by Point Tracking

    Jun 22, 2026Jaša Samec, Vid Rijavec, Marko Peljhan +4Point TrackingRelative Pose Estimation

  19. Go-with-the-Track: Video Compositing and Motion Control with Point Tracking

    Jun 18, 2026Koichi Namekata, Yash Kant, Zhizheng Liu +9Point TrackingCamera-Controlled Video Generation

  20. Learning Global Motion with Compact Gaussians for Feed-Forward 4D Reconstruction

    May 29, 2026Mungyeom Kim, Minkyeong Jeon, Honggyu An +10Point Tracking3D Gaussian Splatting

  21. Motion-guided sparse correction enables expert-quality point tracking across diverse microscopy regimes

    May 28, 2026Leonidas Zimianitis, Pasindu Thenahandi, Kai Buckhalter +10Point TrackingHuman-in-the-Loop Annotation

  22. Point Tracking Improves World Action Models

    May 22, 2026Jiarui Guan, Wenshuai Zhao, Yue Pei +3Point TrackingRobot Policy Learning

  23. Motion Cues from Image-based Point Tracking for LiDAR Scene Flow Estimation

    May 16, 2026Youngdong Jang, Gyeongrok Oh, Jong Wook Kim +6Point TrackingMotion Segmentation

  24. TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking

    May 12, 2026Jisu Nam, Jahyeok Koo, Soowon Son +4Point Tracking3D Point Tracking

  25. EchoTracker2: Enhancing Myocardial Point Tracking by Modeling Local Motion

    May 12, 2026Md Abulkalam Azad, Vegard Holmstrøm, John Nyberg +4Point TrackingMedical Image Analysis

  26. Physics-Informed Tracking (PIT)

    Apr 18, 2026Emil Hovad, Allan Peter Engsig-KarupPoint TrackingVisual Object Tracking

  27. TAPNext++: What's Next for Tracking Any Point (TAP)?

    Apr 12, 2026Sebastian Jung, Artem Zholus, Martin Sundermeyer +6Point TrackingRecurrent Transformers

  28. SceneScribe-1M: A Large-Scale Video Dataset with Comprehensive Geometric and Semantic Annotations

    Apr 9, 2026Yunnan Wang, Kecheng Zheng, Jianyuan Wang +8T2V GenerationCamera-Controlled Video Generation

  29. TETO: Tracking Events with Teacher Observation for Motion Estimation and Frame Interpolation

    Mar 24, 2026Jini Yang, Eunbeen Hong, Soowon Son +4Event-Based VisionEvent-Based Optical Flow