MATIS: Masked-Attention Transformers for Surgical Instrument Segmentation

16 March 2023

Nicolás Ayobi

Alejandra Pérez-Rondón

Santiago Rodríguez

Pablo Arbelaez

MedIm

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Papers citing "MATIS: Masked-Attention Transformers for Surgical Instrument Segmentation"

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Title
Surgical Action Planning with Large Language Models Mengya Xu Zhongzhen Huang Jie Zhang Xiaofan Zhang Qi Dou 69 0 0 24 Mar 2025
Recognize Any Surgical Object: Unleashing the Power of Weakly-Supervised Data Jiajie Li Brian R Quaranto Chenhui Xu Ishan Mishra Ruiyang Qin Dancheng Liu Peter C W Kim Jinjun Xiong 128 0 0 25 Jan 2025
Tracking Everything in Robotic-Assisted Surgery Bohan Zhan Wang Zhao Yi Fang Bo Du Francisco Vasconcelos Danail Stoyanov Daniel Elson Baoru Huang 70 3 0 29 Sep 2024
Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame Pruning Haofeng Liu Erli Zhang Junde Wu Mingxuan Hong Yueming Jin MedIm 68 20 0 15 Aug 2024
Towards Holistic Surgical Scene Understanding Natalia Valderrama Paola Ruiz Puentes Isabela Hernández Nicolás Ayobi Mathilde Verlyck J. Santander J. Caicedo Nicolás Fernández Pablo Arbelaez 51 35 0 08 Dec 2022
Exploring Intra- and Inter-Video Relation for Surgical Semantic Scene Segmentation Yueming Jin Yang Yu Cheng Chen Zixu Zhao Pheng-Ann Heng Danail Stoyanov 53 39 0 29 Mar 2022
TraSeTR: Track-to-Segment Transformer with Contrastive Query for Instance-level Instrument Segmentation in Robotic Surgery Zixu Zhao Yueming Jin Pheng-Ann Heng MedIm 61 47 0 17 Feb 2022
Masked-attention Mask Transformer for Universal Image Segmentation Bowen Cheng Ishan Misra Alex Schwing Alexander Kirillov Rohit Girdhar ISeg 200 2,355 0 02 Dec 2021
Per-Pixel Classification is Not All You Need for Semantic Segmentation Bowen Cheng Alex Schwing Alexander Kirillov VLM ViT 193 1,532 0 13 Jul 2021
Video Swin Transformer Ze Liu Jia Ning Yue Cao Yixuan Wei Zheng Zhang Stephen Lin Han Hu ViT 94 1,481 0 24 Jun 2021
Multiscale Vision Transformers Haoqi Fan Bo Xiong K. Mangalam Yanghao Li Zhicheng Yan Jitendra Malik Christoph Feichtenhofer ViT 127 1,257 0 22 Apr 2021
Swin Transformer: Hierarchical Vision Transformer using Shifted Windows Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin B. Guo ViT 421 21,347 0 25 Mar 2021
One to Many: Adaptive Instrument Segmentation via Meta Learning and Dynamic Online Adaptation in Robotic Surgical Video Zixu Zhao Yueming Jin Bo Lu Chi-Fai Ng Qi Dou Yunhui Liu Pheng-Ann Heng 53 24 0 24 Mar 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 555 40,739 0 22 Oct 2020
Deformable DETR: Deformable Transformers for End-to-End Object Detection Xizhou Zhu Weijie Su Lewei Lu Bin Li Xiaogang Wang Jifeng Dai ViT 200 5,046 0 08 Oct 2020
Synthetic and Real Inputs for Tool Segmentation in Robotic Surgery Emanuele Colleoni P. J. Eddie Edwards Danail Stoyanov MedIm 54 61 0 17 Jul 2020
ISINet: An Instance-Based Approach for Surgical Instrument Segmentation Cristina González Laura Bravo-Sánchez Pablo Arbeláez 65 81 0 10 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 58 44 0 06 Jul 2020
End-to-End Object Detection with Transformers Nicolas Carion Francisco Massa Gabriel Synnaeve Nicolas Usunier Alexander Kirillov Sergey Zagoruyko ViT 3DV PINN 363 13,002 0 26 May 2020
2018 Robotic Scene Segmentation Challenge M. Allan S. Kondo S. Bodenstedt S. Leger Rahim Kadkhodamohammadi ... Sang Hyun Park M. Azizian Danail Stoyanov Lena Maier-Hein Stefanie Speidel 48 136 0 30 Jan 2020
Incorporating Temporal Prior from Motion Flow for Instrument Segmentation in Minimally Invasive Surgery Video Yueming Jin Keyun Cheng Qi Dou Pheng-Ann Heng 62 119 0 18 Jul 2019
Learning Where to Look While Tracking Instruments in Robot-assisted Surgery Mobarakol Islam Yueyuan Li Hongliang Ren 57 45 0 29 Jun 2019
U-NetPlus: A Modified Encoder-Decoder U-Net Architecture for Semantic and Instance Segmentation of Surgical Instrument S. Hasan Cristian A. Linte MedIm 61 94 0 24 Feb 2019
2017 Robotic Instrument Segmentation Challenge M. Allan Alexey A. Shvets T. Kurmann Zichen Zhang Rahul Duggal ... Jian Yang Danail Stoyanov Lena Maier-Hein Stefanie Speidel M. Azizian 87 230 0 18 Feb 2019
Self-Supervised Surgical Tool Segmentation using Kinematic Information C. Rocha N. Padoy Benoit Rosa 51 42 0 13 Feb 2019
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 66 63 0 07 May 2018
Automatic Instrument Segmentation in Robot-Assisted Surgery Using Deep Learning Alexey A. Shvets Alexander Rakhlin Alexandr A Kalinin V. Iglovikov 106 343 0 03 Mar 2018
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 46 129 0 25 Jun 2017
The Kinetics Human Action Video Dataset W. Kay João Carreira Karen Simonyan Brian Zhang Chloe Hillier ... Tim Green T. Back Apostol Natsev Mustafa Suleyman Andrew Zisserman 228 3,796 0 19 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 54 148 0 30 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 344 27,174 0 20 Mar 2017
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 387 43,619 0 01 May 2014