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Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos

4 December 2018

Papers citing "Weakly Supervised Convolutional LSTM Approach for Tool Tracking in Laparoscopic Videos"

41 / 41 papers shown

Title
Adaptive transfer learning for surgical tool presence detection in laparoscopic videos through gradual freezing fine-tuning Ana Davila Jacinto Colan Y. Hasegawa 86 0 0 17 Oct 2025
ProstaTD: Bridging Surgical Triplet from Classification to Fully Supervised Detection Yiliang Chen Zhixi Li Cheng Xu Alex Qinyang Liu Ruize Cui Xuemiao Xu J. Teoh Shengfeng He Jing Qin 227 0 0 01 Jun 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Yutong Xie Muhammad Haris Khan Muhammad Bilal Junaid Qadir 359 4 0 16 Feb 2025
Identifying Surgical Instruments in Pedagogical Cataract Surgery Videos through an Optimized Aggregation NetworkInternational Conference on Image Processing, Applications and Systems (ICIPAS), 2025 Sanya Sinha Michal Balazia Francois Bremond 213 0 0 05 Jan 2025
SURGIVID: Annotation-Efficient Surgical Video Object Discovery Çağhan Köksal Ghazal Ghazaei Nassir Navab 93 2 0 12 Sep 2024
Disentangling spatio-temporal knowledge for weakly supervised object detection and segmentation in surgical video Guiqiu Liao M. Jogan Sai Koushik Eric Eaton Daniel A. Hashimoto VOS 341 3 0 22 Jul 2024
Surgical Text-to-Image Generation C. Nwoye Rupak Bose K. Elgohary Lorenzo Arboit Giorgio Carlino Joël L. Lavanchy Pietro Mascagni N. Padoy MedIm 289 11 0 12 Jul 2024
SurgiTrack: Fine-Grained Multi-Class Multi-Tool Tracking in Surgical Videos C. Nwoye N. Padoy 165 11 0 30 May 2024
Efficient Surgical Tool Recognition via HMM-Stabilized Deep Learning Haifeng Wang Hao Xu Jun Wang Jian Zhou Ke Deng 125 2 0 07 Apr 2024
WeakSurg: Weakly supervised surgical instrument segmentation using temporal equivariance and semantic continuity Qiyuan Wang Y. Liu Shang Zhao Rong Liu S. Kevin Zhou 182 1 0 14 Mar 2024
Hypergraph-Transformer (HGT) for Interactive Event Prediction in Laparoscopic and Robotic Surgery Lianhao Yin Yutong Ban J. Eckhoff O. Meireles Daniela Rus Guy Rosman 219 6 0 03 Feb 2024
CholecTrack20: A Multi-Perspective Tracking Dataset for Surgical ToolsComputer Vision and Pattern Recognition (CVPR), 2023 C. Nwoye K. Elgohary Anvita Srinivas Fauzan Zaid Joël L. Lavanchy N. Padoy 169 1 0 12 Dec 2023
FocDepthFormer: Transformer with LSTM for Depth Estimation from FocusApplied Informatics (AI), 2023 Xueyang Kang Fengze Han A. Fayjie Dong Gong MDE ViT 218 0 0 17 Oct 2023
SAF-IS: a Spatial Annotation Free Framework for Instance Segmentation of Surgical Tools Luca Sestini Benoit Rosa Elena De Momi G. Ferrigno N. Padoy 171 0 0 04 Sep 2023
Weakly Supervised Temporal Convolutional Networks for Fine-grained Surgical Activity RecognitionIEEE Transactions on Medical Imaging (TMI), 2023 Sanat Ramesh Diego DallÁlba Cristians Gonzalez Tong Yu Pietro Mascagni Didier Mutter J. Marescaux Paolo Fiorini N. Padoy MedIm 184 6 0 21 Feb 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 200 32 0 13 Feb 2023
Preserving Privacy in Surgical Video Analysis Using Artificial Intelligence: A Deep Learning Classifier to Identify Out-of-Body Scenes in Endoscopic VideosScientific Reports (Sci Rep), 2023 Joël L. Lavanchy Armine Vardazaryan Pietro Mascagni AI4SafeChole Consortium Didier Mutter N. Padoy 128 15 0 17 Jan 2023
Real-Time Artificial Intelligence Assistance for Safe Laparoscopic Cholecystectomy: Early-Stage Clinical Evaluation Pietro Mascagni Deepak Alapatt A. Lapergola Armine Vardazaryan J. Mazellier B. Dallemagne Didier Mutter N. Padoy 101 0 0 13 Dec 2022
Rendezvous in Time: An Attention-based Temporal Fusion approach for Surgical Triplet RecognitionInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2022 Saurav Sharma C. Nwoye Didier Mutter N. Padoy 184 33 0 30 Nov 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 310 7 0 03 Sep 2022
Dissecting Self-Supervised Learning Methods for Surgical Computer Vision Sanat Ramesh V. Srivastav Deepak Alapatt Tong Yu Aditya Murali ... Saurav Sharma A. Fleurentin Georgios Exarchakis Alexandros Karargyris N. Padoy 431 65 0 01 Jul 2022
Data Splits and Metrics for Method Benchmarking on Surgical Action Triplet Datasets C. Nwoye N. Padoy 178 27 0 11 Apr 2022
CholecTriplet2021: A benchmark challenge for surgical action triplet recognition C. Nwoye Deepak Alapatt Tong Yu Armine Vardazaryan Fangfang Xia ... Didier Mutter Pietro Mascagni B. Seeliger Cristians Gonzalez N. Padoy 123 74 0 10 Apr 2022
4D-OR: Semantic Scene Graphs for OR Domain ModelingInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022 Ege Özsoy Evin Pınar Örnek U. Eck Tobias Czempiel F. Tombari Nassir Navab 160 47 0 22 Mar 2022
On the Pitfalls of Batch Normalization for End-to-End Video Learning: A Study on Surgical Workflow Analysis Dominik Rivoir Isabel Funke Stefanie Speidel 212 24 0 15 Mar 2022
A Neural Network based Framework for Effective Laparoscopic Video Quality Assessment Zohaib Amjad Khan Azeddine Beghdadi M. Kaaniche F. A. Cheikh Osama Gharbi MedIm 121 14 0 09 Feb 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 138 96 0 30 Sep 2021
Rendezvous: Attention Mechanisms for the Recognition of Surgical Action Triplets in Endoscopic Videos C. Nwoye Tong Yu Cristians Gonzalez B. Seeliger Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 223 186 0 07 Sep 2021
Multimodal Semantic Scene Graphs for Holistic Modeling of Surgical Procedures Ege Özsoy Evin Pınar Örnek U. Eck F. Tombari Nassir Navab 101 7 0 09 Jun 2021
A Novel Deep ML Architecture by Integrating Visual Simultaneous Localization and Mapping (vSLAM) into Mask R-CNN for Real-time Surgical Video AnalysisIEEE International Symposium on Biomedical Imaging (ISBI), 2021 Ella Lan 146 2 0 31 Mar 2021
A Kinematic Bottleneck Approach For Pose Regression of Flexible Surgical Instruments directly from ImagesIEEE Robotics and Automation Letters (RA-L), 2021 Luca Sestini Benoit Rosa Elena De Momi G. Ferrigno N. Padoy MedIm 149 23 0 28 Feb 2021
Multi-Task Temporal Convolutional Networks for Joint Recognition of Surgical Phases and Steps in Gastric Bypass ProceduresInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021 Sanat Ramesh Diego DallÁlba Cristians Gonzalez Tong Yu Pietro Mascagni Didier Mutter J. Marescaux Paolo Fiorini N. Padoy 122 84 0 24 Feb 2021
Image Compositing for Segmentation of Surgical Tools without Manual AnnotationsIEEE Transactions on Medical Imaging (IEEE TMI), 2021 Luis C. Garcia-Peraza-Herrera Lucas Fidon Claudia DrEttorre Danail Stoyanov Tom Vercauteren Sebastien Ourselin 118 49 0 18 Feb 2021
Temporally Guided Articulated Hand Pose Tracking in Surgical VideosInternational Journal of Computer Assisted Radiology and Surgery (IJCARS), 2021 Nathan Louis Luowei Zhou S. Yule R. Dias Milisa Manojlovich F. Pagani D. Likosky Jason J. Corso 245 11 0 12 Jan 2021
Artificial Intelligence in Surgery: Neural Networks and Deep Learning Deepak Alapatt Pietro Mascagni V. Srivastav N. Padoy AI4CE 117 2 0 28 Sep 2020
Unsupervised Surgical Instrument Segmentation via Anchor Generation and Semantic DiffusionInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 Daochang Liu Yuhui Wei Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li MedIm 155 30 0 27 Aug 2020
Weakly-Supervised Cell Tracking via Backward-and-Forward PropagationEuropean Conference on Computer Vision (ECCV), 2020 Kazuya Nishimura Junya Hayashida Chenyang Wang Dai Fei Elmer Ker Ryoma Bise 134 17 0 30 Jul 2020
Recognition of Instrument-Tissue Interactions in Endoscopic Videos via Action TripletsInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2020 C. Nwoye Cristians Gonzalez Tong Yu Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 144 105 0 10 Jul 2020
Artificial Intelligence in Surgery Xiao-Yun Zhou Yao Guo Mali Shen Guang-Zhong Yang AI4CE 117 5 0 23 Dec 2019
Automatic Tip Detection of Surgical Instruments in Biportal Endoscopic Spine Surgery Sue Min Cho Young-Gon Kim Jinhoon Jeong Ho-jin Lee Namkug Kim 88 0 0 07 Nov 2019
CAI4CAI: The Rise of Contextual Artificial Intelligence in Computer Assisted InterventionsProceedings of the IEEE (Proc. IEEE), 2019 Tom Vercauteren Mathias Unberath N. Padoy Nassir Navab 173 123 0 20 Oct 2019