Video-based surgical skill assessment using 3D convolutional neural
networks

Video-based surgical skill assessment using 3D convolutional neural networks

6 March 2019

Jürgen Weitz

Stefanie Speidel

Papers citing "Video-based surgical skill assessment using 3D convolutional neural networks"

14 / 14 papers shown

Title
Machine Learning-Based Automated Assessment of Intracorporeal Suturing in Laparoscopic Fundoplication Shekhar Madhav Khairnar Huu Phong Nguyen Alexis Desir Carla Holcomb Daniel J. Scott Ganesh Sankaranarayanan 90 1 0 16 Dec 2024
GLSFormer: Gated - Long, Short Sequence Transformer for Step Recognition in Surgical Videos Nisarg A. Shah S. Sikder S. Vedula Vishal M. Patel ViT MedIm 19 7 0 20 Jul 2023
One-shot skill assessment in high-stakes domains with limited data via meta learning Erim Yanik Steven D. Schwaitzberg Gene Yang Xavier Intes Jack Norfleet Matthew Hackett S. De 44 3 0 16 Dec 2022
A comprehensive survey on recent deep learning-based methods applied to surgical data Mansoor Ali Rafael Martinez Garcia Peña Gilberto Ochoa-Ruiz Sharib Ali 27 6 0 03 Sep 2022
Surgical Skill Assessment via Video Semantic Aggregation Zhenqiang Li Lin Gu Weimin Wang Ryosuke Nakamura Yoichi Sato 28 13 0 04 Aug 2022
Uncertainty-Driven Action Quality Assessment Caixia Zhou Yaping Huang 18 10 0 29 Jul 2022
Video-based Formative and Summative Assessment of Surgical Tasks using Deep Learning Erim Yanik Uwe Krüger Xavier Intes Rahul Rahul S. De 35 12 0 17 Mar 2022
Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark M. Wagner Beat-Peter Müller-Stich A. Kisilenko Duc Tran P. Heger ... M. Frankenberg F. Mathis-Ullrich Lena Maier-Hein Stefanie Speidel S. Bodenstedt 30 67 0 30 Sep 2021
Towards Unified Surgical Skill Assessment Daochang Liu Qiyue Li Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li 13 71 0 02 Jun 2021
OperA: Attention-Regularized Transformers for Surgical Phase Recognition Tobias Czempiel Magdalini Paschali D. Ostler S. T. Kim Benjamin Busam Nassir Navab MedIm 42 85 0 05 Mar 2021
Deep Neural Networks for the Assessment of Surgical Skills: A Systematic Review Erim Yanik Xavier Intes Uwe Krüger Pingkun Yan D. Diller Brian Van Voorst Basiel Makled Jack Norfleet S. De 27 38 0 03 Mar 2021
Multi-frame Feature Aggregation for Real-time Instrument Segmentation in Endoscopic Video Shan Lin Fangbo Qin Haonan Peng Randall Bly K. Moe Blake Hannaford 27 18 0 17 Nov 2020
Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room Lena Maier-Hein M. Wagner T. Ross Annika Reinke S. Bodenstedt ... M. Apitz Annette Kopp-Schneider Stefanie Speidel H. Kenngott Beat P. Müller-Stich 36 82 0 07 May 2020
TeCNO: Surgical Phase Recognition with Multi-Stage Temporal Convolutional Networks Tobias Czempiel Magdalini Paschali Matthias Keicher Walter Simson H. Feußner S. T. Kim Nassir Navab 20 176 0 24 Mar 2020