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

6 March 2019

Isabel Funke

S. T. Mees

Jürgen Weitz

Stefanie Speidel

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

34 / 34 papers shown

Title
End-to-End Deep Learning for Real-Time Neuroimaging-Based Assessment of Bimanual Motor Skills Aseem Subedi Rahul Rahul Lora Cavuoto Steven D. Schwaitzberg Matthew Hackett Jack Norfleet S. De 28 0 0 21 Mar 2025
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 92 1 0 16 Dec 2024
Interpretable Long-term Action Quality Assessment Xu Dong Xinran Liu Wanqing Li Anthony Adeyemi-Ejeye Andrew Gilbert ViT 43 1 0 21 Aug 2024
Think Step by Step: Chain-of-Gesture Prompting for Error Detection in Robotic Surgical Videos Zhimin Shao Jialang Xu Danail Stoyanov E. Mazomenos Yueming Jin LRM 53 6 0 27 Jun 2024
Deep Learning for Video-Based Assessment of Endotracheal Intubation Skills Jean-Paul Ainam Erim Yanik Rahul Rahul Taylor Kunkes Lora Cavuoto Brian Clemency Kaori Tanaka Matthew Hackett Jack Norfleet S. De 27 0 0 17 Apr 2024
Cognitive-Motor Integration in Assessing Bimanual Motor Skills Erim Yanik Xavier Intes S. De 33 0 0 16 Apr 2024
TNF: Tri-branch Neural Fusion for Multimodal Medical Data Classification Tong Zheng Shusaku Sone Yoshitaka Ushiku Yuki Oba Jiaxin Ma 28 0 0 04 Mar 2024
Depth Over RGB: Automatic Evaluation of Open Surgery Skills Using Depth Camera Ido Zuckerman Nicole Werner Jonathan Kouchly Emma Huston Shannon DiMarco Paul D Dimusto S. Laufer 34 2 0 18 Jan 2024
Video-based Surgical Skill Assessment using Tree-based Gaussian Process Classifier Arefeh Rezaei M. J. Ahmadi Amir Molaei H. Taghirad 22 1 0 15 Dec 2023
Event Recognition in Laparoscopic Gynecology Videos with Hybrid Transformers Sahar Nasirihaghighi Negin Ghamsarian Heinrich Husslein Klaus Schoeffmann 25 2 0 01 Dec 2023
Self-supervised Extraction of Human Motion Structures via Frame-wise Discrete Features Tetsuya Abe Ryusuke Sagawa Ko Ayusawa Wataru Takano 18 1 0 12 Sep 2023
GLSFormer: Gated - Long, Short Sequence Transformer for Step Recognition in Surgical Videos Nisarg A. Shah S. Sikder S. Vedula Vishal M. Patel ViT MedIm 21 7 0 20 Jul 2023
Uncertainty-aware Self-supervised Learning for Cross-domain Technical Skill Assessment in Robot-assisted Surgery Ziheng Wang A. Mariani A. Menciassi Elena De Momi A. M. Fey 57 1 0 28 Apr 2023
Automatic Detection of Out-of-body Frames in Surgical Videos for Privacy Protection Using Self-supervised Learning and Minimal Labels Ziheng Wang Conor Perreault Xi Liu A. Jarc 21 1 0 31 Mar 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 48 3 0 16 Dec 2022
Objective Surgical Skills Assessment and Tool Localization: Results from the MICCAI 2021 SimSurgSkill Challenge Aneeq Zia Kiran D. Bhattacharyya Xi Liu Ziheng Wang Max Berniker ... E. Mazomenos Lena Maier-Hein Danail Stoyanov Stefanie Speidel A. Jarc 11 2 0 08 Dec 2022
Using Hand Pose Estimation To Automate Open Surgery Training Feedback Eddie Bkheet Anne-Lise D. D’Angelo Adam Goldbraikh S. Laufer 24 5 0 13 Nov 2022
Bounded Future MS-TCN++ for surgical gesture recognition Adam Goldbraikh Netanell Avisdris Carla M. Pugh S. Laufer 29 6 0 29 Sep 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 30 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
Runtime Detection of Executional Errors in Robot-Assisted Surgery Zongyu Li Kay Hutchinson H. Alemzadeh 52 14 0 01 Mar 2022
Video-based fully automatic assessment of open surgery suturing skills Adam Goldbraikh Anne-Lise D. D’Angelo C. Pugh S. Laufer 23 26 0 26 Oct 2021
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
A Multiple-Instance Learning Approach for the Assessment of Gallbladder Vascularity from Laparoscopic Images Constantinos Loukas A. Gazis Dimitrios Schizas 29 2 0 26 Jul 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 86 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 30 38 0 03 Mar 2021
Improving Action Quality Assessment using Weighted Aggregation Shafkat Farabi H. Himel Fakhruddin Gazzali Md. Bakhtiar Hasan M. H. Kabir M. Farazi 11 8 0 21 Feb 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 32 18 0 17 Nov 2020
Recurrent and Spiking Modeling of Sparse Surgical Kinematics N. Getty Zixuan Zhou S. Gruessner Liaohai Chen Fangfang Xia 25 3 0 12 May 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 22 177 0 24 Mar 2020