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Gyanateet Dutta
Work·Academic·CV

Work

2026Vision

GOT-JEPA surgical tool tracking

Author, public repository

Gyanateet_tracking is my public code for GOT-JEPA surgical-tool tracking on CholecTrack20: a frozen DINOv2 encoder, a per-track predictor, DETR detection, and re-identification. It is a separate line from the ISBI phase-recognition paper.

Three empty ink boxes inside a rectangle on warm paper, with short trails.
Fig. 1Ink boxes drift inside a blank frame. Generated illustration of the method, not a capture. No clinical frames.
Scope

Public code only, with no tracking sequence and no benchmark score stated here.

Stack
GOT-JEPA, CholecTrack20, Tracking, DINOv2
Links
Code

Also

  • 2026MVA Rare Disease Hackathon 2026
  • 2026Causal-JEPA reproduction
  • 2025AIMS: Surgical Phase Detection
  • 2025MSc Thesis: Surgical Video Prediction
  • 2024Pothole Detection (arXiv)
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