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

arXiv 2607.12939 ↗First posted 14 Jul 2026cs.CVcited by 0

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Abstract (arXiv)

Point tracking in surgery is crucial to enable applications in downstream tasks such as segmentation, 3D reconstruction, virtual tissue landmarking, autonomous probe-based scanning, and subtask autonomy. This paper introduces the 2025 iteration of a point tracking challenge to address this, wherein participants submit their algorithms for quantification. Their algorithms are evaluated using a dataset named surgical tattoos in infrared (STIR), with the challenge named the STIR Challenge 2025 (STIRC2025). The STIR Challenge 2025 comprises two quantitative components: accuracy and efficiency. The accuracy component tests the accuracy of algorithms on in vivo and ex vivo sequences. The efficiency component tests algorithm inference latency. The challenge was conducted as a part of MICCAI EndoVis 2025, and seven teams participated in this challenge. In this paper we summarize the challenge results and participant methods. The challenge dataset is available at: https://zenodo.org/records/20191078, and the code for baseline models and metrics calculation is available here: https://github.com/athaddius/STIRMetrics

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References · 23

  1. 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,385
  2. 2017SuperPoint: Self-Supervised Interest Point Detection and Descriptioncited by 1,313
  3. 2023LightGlue: Local Feature Matching at Light Speedcited by 583
  4. 2021RAFT-Stereo: Multilevel Recurrent Field Transforms for Stereo Matchingcited by 348
  5. 2021GMFlow: Learning Optical Flow via Global Matchingcited by 324
  6. 2023RoMa: Robust Dense Feature Matchingcited by 296
  7. 2022TAP-Vid: A Benchmark for Tracking Any Point in a Videocited by 258
  8. 2024SEA-RAFT: Simple, Efficient, Accurate RAFT for Optical Flowcited by 169
  9. 2024CoTracker3: Simpler and Better Point Tracking by Pseudo-Labelling Real Videoscited by 122
  10. 2023ALIKED: A Lighter Keypoint and Descriptor Extraction Network via Deformable Transformationcited by 120
  11. 2024BootsTAP: Bootstrapped Training for Tracking-Any-Pointcited by 115
  12. 2023MFT: Long-Term Tracking of Every Pixelcited by 61
11 more
  1. 2025AllTracker: Efficient Dense Point Tracking at High Resolutioncited by 54
  2. 2023Learning How To Robustly Estimate Camera Pose in Endoscopic Videoscited by 49
  3. 2023Tracking and Mapping in Medical Computer Vision: A Reviewcited by 36
  4. 2025WAFT: Warping-Alone Field Transforms for Optical Flowcited by 32
  5. 2023Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mappingcited by 15
  6. 2023SurgT challenge: Benchmark of Soft-Tissue Trackers for Robotic Surgerycited by 14
  7. 2024Transferring Relative Monocular Depth to Surgical Vision with Temporal Consistencycited by 13
  8. 2020Autonomous Tissue Scanning under Free-Form Motion for Intraoperative Tissue Characterisationcited by 8
  9. 2024MFTIQ: Multi-Flow Tracker with Independent Matching Quality Estimationcited by 7
  10. 2025Point Tracking in Surgery--The 2024 Surgical Tattoos in Infrared (STIR) Challengecited by 6
  11. 2025LiteTracker: Leveraging Temporal Causality for Accurate Low-latency Tissue Trackingcited by 5

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