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Collated a list of useful open-access work related to surgical phase recognition and surgical skills and workflow analysis.

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AI for Surgery

Collated a list of useful open access work related to surgical phase recognition.

The following collection of content is divided into 6 parts:

  • Surgical Artificial Intelligence

  • Surgical phase recognition

  • LSTM, RNN and VAE

  • Transformers and Attention based mechanism

  • Self-Supervised Learning

  • Other Links

surgical light

Surgical Artificial Intelligence

Papers review

2021

  • Gesture Recognition in Robotic Surgery: A Review, [Paper]

    • Beatrice van Amsterdam, Matthew J. Clarkson, Danail Stoyanov
  • Cross-modal self-supervised representation learning for gesture and skill recognition in robotic surgery, MICCAI 2021, [Paper]

    • Jie Ying Wu, Aniruddha Tamhane, Peter Kazanzides & Mathias Unberath
  • What is Artificial Intelligence Surgery?, [Paper]

    • Andrew A. Gumbs , Silvana Perretta , Bernard d’Allemagne , Elie Chouillard
  • IRCAD online course - Artificial intelligence (AI) and surgery, [Paper]

2020

  • Surgical Data Science -- from Concepts to Clinical Translation, [Paper]
    • Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya, Keno März, Toby Collins

2019

- 2019

surgical

Surgical phase recognition

Papers review

2021

2020

2019

- 2018

surgical

RNNs

Papers review

2021

2020

2019

- 2019

surgical

Transformers and Attention based mechanism

Papers review

2021

2020

2019

- 2019

surgical

Self-Supervised and Unsupervised Learning

2021

2020

Papers review

Other Links

2021

- 2020

Concluding Remarks

surgical

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Collated a list of useful open-access work related to surgical phase recognition and surgical skills and workflow analysis.

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