Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI

15 November 2020

Peter M. Full

Fabian Isensee

Paul F. Jäger

Klaus Maier-Hein

OOD

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Papers citing "Studying Robustness of Semantic Segmentation under Domain Shift in cardiac MRI"

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Title
SFB-net for cardiac segmentation: Bridging the semantic gap with attention Nicolas Portal Nadjia Kachenoura Thomas Dietenbeck Catherine Achard 36 0 0 24 Oct 2024
DB-SAM: Delving into High Quality Universal Medical Image Segmentation Chao Qin Jiale Cao H. Fu F. Khan Rao Muhammad Anwer MedIm 33 5 0 05 Oct 2024
How good nnU-Net for Segmenting Cardiac MRI: A Comprehensive Evaluation Malitha Gunawardhana Fangqiang Xu Jichao Zhao 30 2 0 26 Jul 2024
Comparative Benchmarking of Failure Detection Methods in Medical Image Segmentation: Unveiling the Role of Confidence Aggregation M. Zenk David Zimmerer Fabian Isensee Jeremias Traub T. Norajitra Paul F. Jäger Klaus H. Maier-Hein 42 4 0 05 Jun 2024
Look Ma, no code: fine tuning nnU-Net for the AutoPET II challenge by only adjusting its JSON plans Fabian Isensee Klaus H. Maier-Hein 24 2 0 24 Sep 2023
Joint Optimization of Class-Specific Training- and Test-Time Data Augmentation in Segmentation Zeju Li Konstantinos Kamnitsas Qi Dou C. Qin Ben Glocker 13 6 0 30 May 2023
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy Xiyao Jin Yao Hao J. Hilliard Zhehao Zhang M. Thomas Hua Li Abhinav K. Jha Geoffrey D. Hugo OOD 18 0 0 19 May 2023
Automated Diagnosis of Cardiovascular Diseases from Cardiac Magnetic Resonance Imaging Using Deep Learning Models: A Review M. Jafari A. Shoeibi Marjane Khodatars Navid Ghassemi Parisa Moridian ... Yu-Dong Zhang Shui-Hua Wang Juan M Gorriz Hamid Alinejad-Rokny U. Acharya 27 0 0 26 Oct 2022
Pathology Synthesis of 3D-Consistent Cardiac MR Images using 2D VAEs and GANs S. Amirrajab C. Lorenz J. Weese J. Pluim M. Breeuwer MedIm 23 7 0 09 Sep 2022
Extending nnU-Net is all you need Fabian Isensee Constantin Ulrich Tassilo Wald Klaus H. Maier-Hein SSeg 14 31 0 23 Aug 2022
SegPGD: An Effective and Efficient Adversarial Attack for Evaluating and Boosting Segmentation Robustness Jindong Gu Hengshuang Zhao Volker Tresp Philip H. S. Torr AAML 13 73 0 25 Jul 2022
Work In Progress: Safety and Robustness Verification of Autoencoder-Based Regression Models using the NNV Tool Neelanjana Pal Taylor T. Johnson 23 1 0 14 Jul 2022
Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang Xin Yang Xiaoqiong Huang Jiamin Liang Xinrui Zhou Cheng Chen Haoran Dou Xindi Hu Yan Cao Dong Ni OOD 14 8 0 01 Jul 2022
An AI tool for automated analysis of large-scale unstructured clinical cine CMR databases J. Mariscal-Harana C. Asher V. Vergani Maleeha Rizvi L. Keehn ... S. Petersen Reza Razavi Andrew King Barts Health Nhs Trust The Netherlands. 8 0 0 15 Jun 2022
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI Sofie Tilborghs J. Bogaert F. Maes 19 6 0 02 Mar 2022
Tempera: Spatial Transformer Feature Pyramid Network for Cardiac MRI Segmentation C. Galazis Huiyi Wu Zhuoyu Li Camille F Petri Anil A. Bharath Marta Varela MedIm 14 8 0 01 Mar 2022
Automatic Segmentation of Left Ventricle in Cardiac Magnetic Resonance Images Garvit Chhabra J. Gagan J. Kumar 19 0 0 30 Jan 2022
Multi-view SA-LA Net: A framework for simultaneous segmentation of RV on multi-view cardiac MR Images Sana Jabbar Syed Talha Bukhari Hassan Mohy-ud-Din 24 6 0 01 Oct 2021
The Impact of Domain Shift on Left and Right Ventricle Segmentation in Short Axis Cardiac MR Images Devran Ugurlu Esther Puyol-Antón B. Ruijsink Alistair Young Ines P. Machado Kerstin Hammernik A. King J. Schnabel OOD 6 2 0 22 Sep 2021
The Federated Tumor Segmentation (FeTS) Challenge Sarthak Pati Ujjwal Baid M. Zenk Brandon Edwards Micah J. Sheller ... Lena Maier-Hein Jens Kleesiek Bjoern H. Menze Klaus Maier-Hein Spyridon Bakas FedML OOD 41 72 0 12 May 2021
Vessel-CAPTCHA: an efficient learning framework for vessel annotation and segmentation Vien Ngoc Dang Francesco Galati Rosa Cortese G. Giacomo Viola Marconeto Pratek Mathur Karim Lekadir Marco Lorenzi F. Prados Maria A. Zuluaga MedIm 25 35 0 22 Jan 2021
Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike? Jun Ma 64 25 0 01 Jan 2021