FUN-SIS: a Fully UNsupervised approach for Surgical Instrument Segmentation

16 February 2022

Elena De Momi

Papers citing "FUN-SIS: a Fully UNsupervised approach for Surgical Instrument Segmentation"

46 / 46 papers shown

Title
Slot-BERT: Self-supervised Object Discovery in Surgical Video Guiqiu Liao M. Jogan Marcel Hussing Kenta Nakahashi Kazuhiro Yasufuku Amin Madani Eric Eaton Daniel A. Hashimoto 465 0 0 21 Jan 2025
ST-MTL: Spatio-Temporal Multitask Learning Model to Predict Scanpath While Tracking Instruments in Robotic Surgery Mobarakol Islam V. Vibashan C. Lim Hongliang Ren 67 40 0 10 Dec 2021
E-DSSR: Efficient Dynamic Surgical Scene Reconstruction with Transformer-based Stereoscopic Depth Perception Yonghao Long Zhaoshuo Li C. Yee Chi-Fai Ng Russell H. Taylor Mathias Unberath Qi Dou MedIm 76 63 0 01 Jul 2021
Self-supervised Video Object Segmentation by Motion Grouping Charig Yang Hala Lamdouar Erika Lu Andrew Zisserman Weidi Xie VOS OCL 86 162 0 15 Apr 2021
Co-Generation and Segmentation for Generalized Surgical Instrument Segmentation on Unlabelled Data Megha Kalia Tajwar Abrar Aleef Nassir Navab Septimiu E. Salcudean MedIm 53 13 0 16 Mar 2021
A Kinematic Bottleneck Approach For Pose Regression of Flexible Surgical Instruments directly from Images Luca Sestini Benoit Rosa Elena De Momi G. Ferrigno N. Padoy MedIm 51 19 0 28 Feb 2021
Image Compositing for Segmentation of Surgical Tools without Manual Annotations Luis C. Garcia-Peraza-Herrera Lucas Fidon Claudia DrEttorre Danail Stoyanov Tom Vercauteren Sebastien Ourselin 40 40 0 18 Feb 2021
Unsupervised Surgical Instrument Segmentation via Anchor Generation and Semantic Diffusion Daochang Liu Yuhui Wei Tingting Jiang Yizhou Wang R. Miao F. Shan Ziyu Li MedIm 71 27 0 27 Aug 2020
Making a Case for 3D Convolutions for Object Segmentation in Videos Sabarinath Mahadevan A. Athar Aljosa Osep Sebastian Hennen Laura Leal-Taixé Bastian Leibe VOS 67 88 0 26 Aug 2020
Endo-Sim2Real: Consistency learning-based domain adaptation for instrument segmentation Manish Sahu Ronja Strömsdörfer Anirban Mukhopadhyay S. Zachow 101 35 0 22 Jul 2020
Synthetic and Real Inputs for Tool Segmentation in Robotic Surgery Emanuele Colleoni P. J. Eddie Edwards Danail Stoyanov MedIm 64 62 0 17 Jul 2020
Learning from Noisy Labels with Deep Neural Networks: A Survey Hwanjun Song Minseok Kim Dongmin Park Yooju Shin Jae-Gil Lee NoLa 117 998 0 16 Jul 2020
Recognition of Instrument-Tissue Interactions in Endoscopic Videos via Action Triplets C. Nwoye Cristians Gonzalez Tong Yu Pietro Mascagni Didier Mutter J. Marescaux N. Padoy 66 82 0 10 Jul 2020
Towards Unsupervised Learning for Instrument Segmentation in Robotic Surgery with Cycle-Consistent Adversarial Networks D. Pakhomov Wei Shen Nassir Navab MedIm GAN 75 20 0 09 Jul 2020
Learning Motion Flows for Semi-supervised Instrument Segmentation from Robotic Surgical Video Zixu Zhao Yueming Jin Xiaojie Gao Qi Dou Pheng-Ann Heng 71 44 0 06 Jul 2020
Normalized Loss Functions for Deep Learning with Noisy Labels Xingjun Ma Hanxun Huang Yisen Wang Simone Romano S. Erfani James Bailey NoLa 76 445 0 24 Jun 2020
RAFT: Recurrent All-Pairs Field Transforms for Optical Flow Zachary Teed Jia Deng MDE 260 2,647 0 26 Mar 2020
SELF: Learning to Filter Noisy Labels with Self-Ensembling Philipp Kratzer Marc Toussaint Thi Phuong Nhung Ngo T. Nguyen Jim Mainprice Thomas Brox NoLa 85 317 0 04 Oct 2019
Symmetric Cross Entropy for Robust Learning with Noisy Labels Yisen Wang Xingjun Ma Zaiyi Chen Yuan Luo Jinfeng Yi James Bailey NoLa 96 904 0 16 Aug 2019
Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video Yueming Jin Keyun Cheng Qi Dou Pheng-Ann Heng 77 120 0 18 Jul 2019
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation Lequan Yu Shujun Wang Xuelong Li Chi-Wing Fu Pheng-Ann Heng UQCV 95 856 0 16 Jul 2019
U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument S. Hasan Cristian A. Linte MedIm 78 95 0 24 Feb 2019
Unsupervised Moving Object Detection via Contextual Information Separation Yanchao Yang Antonio Loquercio Davide Scaramuzza Stefano Soatto GAN 74 127 0 10 Jan 2019
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels Zhilu Zhang M. Sabuncu NoLa 85 2,615 0 20 May 2018
Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery S. Bodenstedt M. Allan Anthony Agustinos Xiaofei Du Luis C. Garcia-Peraza-Herrera ... M. Wagner Pamela Wochner Lena Maier-Hein Danail Stoyanov Stefanie Speidel 73 63 0 07 May 2018
Co-teaching: Robust Training of Deep Neural Networks with Extremely Noisy Labels Bo Han Quanming Yao Xingrui Yu Gang Niu Miao Xu Weihua Hu Ivor Tsang Masashi Sugiyama NoLa 130 2,082 0 18 Apr 2018
Leveraging Crowdsourcing Data For Deep Active Learning - An Application: Learning Intents in Alexa Jie Yang Thomas Drake Andreas C. Damianou Y. Maarek FedML 44 63 0 12 Mar 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 139 344 0 03 Mar 2018
Automated Surgical Skill Assessment in RMIS Training Aneeq Zia Irfan Essa 43 125 0 22 Dec 2017
MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks on Corrupted Labels Lu Jiang Zhengyuan Zhou Thomas Leung Li Li Li Fei-Fei NoLa 131 1,456 0 14 Dec 2017
CycleGAN, a Master of Steganography Casey Chu A. Zhmoginov Mark Sandler GAN 67 213 0 08 Dec 2017
Exploiting the potential of unlabeled endoscopic video data with self-supervised learning T. Ross David Zimmerer A. Vemuri Fabian Isensee Manuel Wiesenfarth ... H. Kenngott Stefanie Speidel Annette Kopp-Schneider Klaus Maier-Hein Lena Maier-Hein MedIm SSL 81 132 0 27 Nov 2017
CleanNet: Transfer Learning for Scalable Image Classifier Training with Label Noise Kuang-Huei Lee Xiaodong He Lei Zhang Linjun Yang NoLa 80 458 0 20 Nov 2017
PWC-Net: CNNs for Optical Flow Using Pyramid, Warping, and Cost Volume Deqing Sun Xiaodong Yang Ming-Yuan Liu Jan Kautz 3DPC 272 2,450 0 07 Sep 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 285 8,928 0 25 Aug 2017
WebVision Database: Visual Learning and Understanding from Web Data Wen Li Limin Wang Wei Li E. Agustsson Luc Van Gool VLM 95 441 0 09 Aug 2017
ToolNet: Holistically-Nested Real-Time Segmentation of Robotic Surgical Tools Luis C. Garcia-Peraza-Herrera Wenqi Li Lucas Fidon Caspar Gruijthuijsen A. Devreker ... Jan Deprest E. V. Poorten Danail Stoyanov Tom Vercauteren Sebastien Ourselin 71 130 0 25 Jun 2017
A Closer Look at Memorization in Deep Networks Devansh Arpit Stanislaw Jastrzebski Nicolas Ballas David M. Krueger Emmanuel Bengio ... Tegan Maharaj Asja Fischer Aaron Courville Yoshua Bengio Simon Lacoste-Julien TDI 131 1,829 0 16 Jun 2017
Deep Learning is Robust to Massive Label Noise David Rolnick Andreas Veit Serge J. Belongie Nir Shavit NoLa 103 558 0 30 May 2017
Concurrent Segmentation and Localization for Tracking of Surgical Instruments Iro Laina Nicola Rieke Christian Rupprecht Josué Page Vizcaíno Abouzar Eslami Federico Tombari Nassir Navab 80 148 0 30 Mar 2017
Deep Residual Learning for Instrument Segmentation in Robotic Surgery D. Pakhomov Vittal Premachandran M. Allan M. Azizian Nassir Navab MedIm 53 118 0 24 Mar 2017
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition Yandong Guo Lei Zhang Yuxiao Hu Xiaodong He Jianfeng Gao CVBM 176 1,963 0 27 Jul 2016
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 244 864 0 09 Feb 2016
A Large Dataset to Train Convolutional Networks for Disparity, Optical Flow, and Scene Flow Estimation N. Mayer Eddy Ilg Philip Häusser Philipp Fischer Daniel Cremers Alexey Dosovitskiy Thomas Brox 3DPC 72 2,649 0 07 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,441 0 18 May 2015
Webly Supervised Learning of Convolutional Networks Xinlei Chen Abhinav Gupta SSL 90 373 0 07 May 2015