Tool Detection and Operative Skill Assessment in Surgical Videos Using Region-Based Convolutional Neural Networks

24 February 2018

Li Fei-Fei

Papers citing "Tool Detection and Operative Skill Assessment in Surgical Videos Using Region-Based Convolutional Neural Networks"

23 / 23 papers shown

Title
Efficient Surgical Tool Recognition via HMM-Stabilized Deep Learning Haifeng Wang Hao Xu Jun Wang Jian Zhou Ke Deng 43 0 0 07 Apr 2024
Robust Surgical Tools Detection in Endoscopic Videos with Noisy Data Adnan Qayyum Hassan Ali Massimo Caputo H. Vohra Taofeek Akinosho Sofiat Abioye Ilhem Berrou Paweł Capik Junaid Qadir Muhammad Bilal 39 0 0 03 Jul 2023
CholecTriplet2022: Show me a tool and tell me the triplet -- an endoscopic vision challenge for surgical action triplet detection C. Nwoye Tong Yu Saurav Sharma Aditya Murali Deepak Alapatt ... Pietro Mascagni B. Seeliger Cristians Gonzalez Didier Mutter N. Padoy 32 17 0 13 Feb 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
A semi-supervised Teacher-Student framework for surgical tool detection and localization Mansoor Ali Teevno Gilberto Ochoa-Ruiz Sharib Ali 34 9 0 21 Aug 2022
Video-based Surgical Skills Assessment using Long term Tool Tracking Mona Fathollahi Mohammad Hasan Sarhan Ramon Pena Lela DiMonte Anshu Gupta Aishani Ataliwala Jocelyn Barker 37 9 0 05 Jul 2022
Data Splits and Metrics for Method Benchmarking on Surgical Action Triplet Datasets C. Nwoye N. Padoy 30 17 0 11 Apr 2022
Video-based Formative and Summative Assessment of Surgical Tasks using Deep Learning Erim Yanik Uwe Krüger Xavier Intes Rahul Rahul S. De 32 12 0 17 Mar 2022
Open surgery tool classification and hand utilization using a multi-camera system Kristina Basiev Adam Goldbraikh C. Pugh S. Laufer 26 7 0 11 Nov 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
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
Temporally Guided Articulated Hand Pose Tracking in Surgical Videos Nathan Louis Luowei Zhou S. Yule R. Dias Milisa Manojlovich F. Pagani D. Likosky Jason J. Corso 33 10 0 12 Jan 2021
Using Computer Vision to Automate Hand Detection and Tracking of Surgeon Movements in Videos of Open Surgery Michael Zhang Xiaotian Cheng D. Copeland Arjun D Desai M. Guan G. Brat Serena Yeung 11 26 0 13 Dec 2020
Artificial Intelligence in Surgery: Neural Networks and Deep Learning Deepak Alapatt Pietro Mascagni V. Srivastav N. Padoy AI4CE 48 2 0 28 Sep 2020
A Question-Centric Model for Visual Question Answering in Medical Imaging Minh H. Vu Tommy Löfstedt T. Nyholm Raphael Sznitman MedIm 14 59 0 02 Mar 2020
Towards Better Surgical Instrument Segmentation in Endoscopic Vision: Multi-Angle Feature Aggregation and Contour Supervision Fangbo Qin Shan Lin Yangming Li Randall Bly K. Moe Blake Hannaford 19 51 0 25 Feb 2020
LapTool-Net: A Contextual Detector of Surgical Tools in Laparoscopic Videos Based on Recurrent Convolutional Neural Networks Babak Namazi G. Sankaranarayanan V. Devarajan 24 13 0 22 May 2019
RASNet: Segmentation for Tracking Surgical Instruments in Surgical Videos Using Refined Attention Segmentation Network Zhen-Liang Ni Guibin Bian Xiaoliang Xie Z. Hou Xiao-Hu Zhou Yan-Jie Zhou 29 68 0 21 May 2019
Video-based surgical skill assessment using 3D convolutional neural networks Isabel Funke S. T. Mees Jürgen Weitz Stefanie Speidel 11 173 0 06 Mar 2019
Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos C. Nwoye Didier Mutter J. Marescaux N. Padoy 27 121 0 04 Dec 2018
Weakly-Supervised Learning for Tool Localization in Laparoscopic Videos Armine Vardazaryan Didier Mutter J. Marescaux N. Padoy 16 60 0 14 Jun 2018
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 188 840 0 09 Feb 2016