Gyanateet Dutta

Research technician · University of Leeds

MSc Advanced Computer Science (Artificial Intelligence), University of Leeds, 2023–2024

I finished an MSc and am a research technician at the University of Leeds, working on self-supervised computer vision for surgical video — first author of an ISBI 2026 paper. I also work on hybrid quantum–classical algorithms with Ryoushi / Quantum Buddies, most recently H-cGQE for the GIC 2026 advanced-materials track.

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Research interests

Sparse-label surgical phase detection, Surgical video prediction, Image-based 3D reconstruction, Hybrid quantum–classical algorithms.

Education

  • MSc Advanced Computer Science (Artificial Intelligence)
    University of Leeds
    2023–2024
    Completed. Self-reported dates. Research intern, AI in Medicine and Surgery (AIMS), 2025.

Selected publications

  • G. Dutta, A. Hammad, T. Archer, Q. Dou, N. Mohammed, S. Ali. Self-Supervised Vision Transformer for Surgical Phase Recognition in Endoscopic Submucosal Dissection. IEEE International Symposium on Biomedical Imaging (ISBI), 2026. [doi] [code]
    The paper reports 89.5% accuracy on the patient test set and 90.0% on the porcine test set.
    BibTeX
    @inproceedings{dutta2026selfsupervised,
  title={Self-Supervised Vision Transformer for Surgical Phase Recognition in Endoscopic Submucosal Dissection},
  author={Dutta, Gyanateet and Hammad, Aya and Archer, Thomas and Dou, Qi and Mohammed, Noor and Ali, Sharib},
  booktitle={IEEE ISBI 2026},
  year={2026},
  doi={10.1109/isbi61048.2026.11515812}
}
  • N. K. Rout, G. Dutta, V. Sinha, A. Dey, S. Mukherjee, G. Gupta. Improved Pothole Detection Using YOLOv7 and ESRGAN. arXiv preprint, 2024. [pdf] [code]
    Submitted November 2023. Unreviewed preprint.
    BibTeX
    @article{rout2024pothole,
  title={Improved Pothole Detection Using YOLOv7 and ESRGAN},
  author={Rout, Nirmal Kumar and Dutta, Gyanateet and Sinha, Varun and Dey, Arghadeep and Mukherjee, Subhrangshu and Gupta, Gopal},
  journal={arXiv preprint arXiv:2401.08588},
  year={2024},
  eprint={2401.08588},
  archivePrefix={arXiv},
  primaryClass={cs.CV}
}
  • G. Dutta. Solving The Travelling Salesmen Problem using HNN and HNN-SA algorithms. arXiv preprint, 2022. [pdf]
    Unreviewed preprint.
    BibTeX
    @article{dutta2022tsp,
  title={Solving The Travelling Salesmen Problem using HNN and HNN-SA algorithms},
  author={Dutta, Gyanateet},
  journal={arXiv preprint arXiv:2202.13746},
  year={2022},
  eprint={2202.13746},
  archivePrefix={arXiv},
  primaryClass={cs.AI}
}

Timeline

  • 2026H-cGQE for the GIC advanced-materials track, Ryoushi / Quantum Buddies
  • 2026Self-supervised ViT for surgical phase recognition, IEEE ISBI
  • 2025Research technician, University of Leeds
  • 2025AIMS research intern (Mar–Nov), AI in Medicine and Surgery
  • 2025Quantum Buddies; Bradford (teammate-reported prizes) and YQuantum Quantum Rings virtual track
  • 2024Dalton Mills reconstruction, Science Museum Group / HELIX XR
  • 2024MSc Advanced Computer Science (Artificial Intelligence), University of Leeds
  • 2024Improved Pothole Detection Using YOLOv7 and ESRGAN, arXiv:2401.08588
  • 2022Solving The Travelling Salesmen Problem using HNN and HNN-SA algorithms, arXiv:2202.13746