Evaluating surgical skills from kinematic data using convolutional neural networks

7 June 2018

Germain Forestier

Papers citing "Evaluating surgical skills from kinematic data using convolutional neural networks"

30 / 30 papers shown

Title
Cognitive-Motor Integration in Assessing Bimanual Motor Skills Erim Yanik Xavier Intes S. De 59 0 0 16 Apr 2024
Enhancing Surgical Performance in Cardiothoracic Surgery with Innovations from Computer Vision and Artificial Intelligence: A Narrative Review M. Constable Hubert P. H. Shum Stephen Clark 89 6 0 17 Feb 2024
Self-supervised Extraction of Human Motion Structures via Frame-wise Discrete Features Tetsuya Abe Ryusuke Sagawa Ko Ayusawa Wataru Takano 82 1 0 12 Sep 2023
Contrastive Self-Supervised Learning Based Approach for Patient Similarity: A Case Study on Atrial Fibrillation Detection from PPG Signal Subangkar Karmaker Shanto Shoumik Saha A. Rahman M. Masud Mohammed Eunus Ali 82 1 0 22 Jul 2023
Live image-based neurosurgical guidance and roadmap generation using unsupervised embedding Gary Sarwin Alessandro Carretta V. Staartjes M. Zoli D. Mazzatenta Luca Regli Carlo Serra E. Konukoglu MedIm 34 3 0 31 Mar 2023
Using Hand Pose Estimation To Automate Open Surgery Training Feedback Eddie Bkheet Anne-Lise D. D’Angelo Adam Goldbraikh S. Laufer 55 5 0 13 Nov 2022
Surgical Skill Assessment via Video Semantic Aggregation Zhenqiang Li Lin Gu Weimin Wang Ryosuke Nakamura Yoichi Sato 81 13 0 04 Aug 2022
dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification Paul Boniol M. Meftah E. Remy Themis Palpanas AI4TS 48 27 0 25 Jul 2022
Video-based Formative and Summative Assessment of Surgical Tasks using Deep Learning Erim Yanik Uwe Krüger Xavier Intes Rahul Rahul S. De 91 13 0 17 Mar 2022
Video-based fully automatic assessment of open surgery suturing skills Adam Goldbraikh Anne-Lise D. D’Angelo C. Pugh S. Laufer 59 27 0 26 Oct 2021
Towards Unified Surgical Skill Assessment Daochang Liu Qiyue Li Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li 66 76 0 02 Jun 2021
MIcro-Surgical Anastomose Workflow recognition challenge report Arnaud Huaulmé Duygu Sarikaya Kévin Le Mut Fabien Despinoy Yonghao Long ... Pablo Arbelaez Wolfgang Reiter M. Mitsuishi K. Harada Pierre Jannin 59 36 0 24 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 73 39 0 03 Mar 2021
Condition Assessment of Stay Cables through Enhanced Time Series Classification Using a Deep Learning Approach Zhiming Zhang Jin Yan Liangding Li Hong Pan Chuanzhi Dong 25 6 0 11 Jan 2021
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 79 38 0 01 Oct 2020
Surgical Skill Assessment on In-Vivo Clinical Data via the Clearness of Operating Field Daochang Liu Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li 34 14 0 27 Aug 2020
A Multi-Task Learning Approach for Human Activity Segmentation and Ergonomics Risk Assessment Behnoosh Parsa A. Banerjee 84 2 0 07 Aug 2020
Uncertainty-aware Score Distribution Learning for Action Quality Assessment Yansong Tang Zanlin Ni Jiahuan Zhou Danyang Zhang Jiwen Lu Ying Nian Wu Jie Zhou EDL 107 127 0 13 Jun 2020
Recurrent and Spiking Modeling of Sparse Surgical Kinematics N. Getty Zixuan Zhou S. Gruessner Liaohai Chen Fangfang Xia 53 3 0 12 May 2020
Real-Time Context-aware Detection of Unsafe Events in Robot-Assisted Surgery M. S. Yasar H. Alemzadeh 52 30 0 07 May 2020
Explaining Regression Based Neural Network Model Mégane Millan Catherine Achard FAtt 28 3 0 15 Apr 2020
Action Quality Assessment using Siamese Network-Based Deep Metric Learning Hiteshi Jain Gaurav Harit Avinash Sharma 61 45 0 27 Feb 2020
Accurate and interpretable evaluation of surgical skills from kinematic data using fully convolutional neural networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 68 101 0 20 Aug 2019
Gait recognition via deep learning of the center-of-pressure trajectory P. Terrier CVBM 24 34 0 24 Jul 2019
What and How Well You Performed? A Multitask Learning Approach to Action Quality Assessment Paritosh Parmar B. Morris 68 155 0 08 Apr 2019
Automatic alignment of surgical videos using kinematic data Hassan Ismail Fawaz Germain Forestier J. Weber F. Petitjean L. Idoumghar Pierre-Alain Muller 59 6 0 03 Apr 2019
Adversarial Attacks on Deep Neural Networks for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AAML 90 135 0 17 Mar 2019
Deep Neural Network Ensembles for Time Series Classification Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS UQCV 63 71 0 15 Mar 2019
Video-based surgical skill assessment using 3D convolutional neural networks Isabel Funke S. T. Mees Jürgen Weitz Stefanie Speidel 85 177 0 06 Mar 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 373 2,720 0 12 Sep 2018