Title
One Model to Rule them All: Towards Universal Segmentation for Medical Images with Text Prompts Ziheng Zhao Yao Zhang Chaoyi Wu Xiaoman Zhang Ya Zhang Yanfeng Wang Weidi Xie VLM MedIm 56 37 0 28 Dec 2023
Automatic Data Augmentation for 3D Medical Image Segmentation Ju Xu Mengzhang Li Zhanxing Zhu MedIm 15 72 0 07 Oct 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 61 37 0 18 Aug 2020
MosMedData: Chest CT Scans With COVID-19 Related Findings Dataset Sergey P. Morozov Anna E. Andreychenko Nikolay A. Pavlov A. Vladzymyrskyy N. Ledikhova V. Gombolevskiy I. Blokhin P. Gelezhe A. Gonchar V. Chernina 11 246 0 13 May 2020
Inf-Net: Automatic COVID-19 Lung Infection Segmentation from CT Images Deng-Ping Fan Tao Zhou Ge-Peng Ji Yi Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao 30 967 0 22 Apr 2020
MiniSeg: An Extremely Minimum Network for Efficient COVID-19 Segmentation Yu Qiu Yun-Hai Liu Shijie Li Jing Xu 32 147 0 21 Apr 2020
AI-Driven CT-based quantification, staging and short-term outcome prediction of COVID-19 pneumonia G. Chassagnon Maria Vakalopoulou Enzo Battistella Stergios Christodoulidis Trieu-Nghi Hoang-Thi ... P. Brillet Stephane Tran Ba V. Bousson M. Revel Nikos Paragios 21 33 0 20 Apr 2020
An automatic COVID-19 CT segmentation network using spatial and channel attention mechanism Tongxue Zhou S. Canu S. Ruan 31 54 0 14 Apr 2020
Residual Attention U-Net for Automated Multi-Class Segmentation of COVID-19 Chest CT Images Xiaocong Chen Lina Yao Yu Zhang 36 197 0 12 Apr 2020
Review of Artificial Intelligence Techniques in Imaging Data Acquisition, Segmentation and Diagnosis for COVID-19 F. Shi Jun Wang Jun Shi Zi-xiang Wu Qian Wang Zhenyu Tang Kelei He Yinghuan Shi Dinggang Shen 67 1,057 0 06 Apr 2020
Automated Quantification of CT Patterns Associated with COVID-19 from Chest CT S. Chaganti A. Balachandran G. Chabin S. Cohen T. Flohr ... A. Sauter Zhoubing Xu Y. Yoo Valentin Ziebandt Dorin Comaniciu 33 88 0 02 Apr 2020
Lung Infection Quantification of COVID-19 in CT Images with Deep Learning F. Shan Yaozong Gao Jun Wang Weiya Shi N. Shi Miaofei Han Zhong Xue Dinggang Shen Yuxin Shi 131 577 0 10 Mar 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 92 278 0 09 Feb 2020
Unsupervised Bidirectional Cross-Modality Adaptation via Deeply Synergistic Image and Feature Alignment for Medical Image Segmentation Cheng Chen Qi Dou Hao Chen J. Qin Pheng Ann Heng 79 312 0 06 Feb 2020
The state of the art in kidney and kidney tumor segmentation in contrast-enhanced CT imaging: Results of the KiTS19 Challenge N. Heller Fabian Isensee Klaus H. Maier-Hein X. Hou Chunmei Xie ... S. Peterson A. Kalapara N. Sathianathen Nikolaos Papanikolopoulos C. Weight 42 479 0 02 Dec 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 90 688 0 29 Oct 2019
Models Genesis: Generic Autodidactic Models for 3D Medical Image Analysis Zongwei Zhou V. Sodha M. R. Siddiquee Ruibin Feng Nima Tajbakhsh Michael B. Gotway Jianming Liang MedIm 43 305 0 19 Aug 2019
Annotation-Free Cardiac Vessel Segmentation via Knowledge Transfer from Retinal Images Fei Yu Jie Zhao Y. Gong Zhi Wang Yuxi Li Fan Yang Bin Dong Quanzheng Li Li Zhang GAN MedIm 36 33 0 26 Jul 2019
Automated Design of Deep Learning Methods for Biomedical Image Segmentation Fabian Isensee Paul F. Jäger Simon A. A. Kohl Jens Petersen Klaus H. Maier-Hein 3DV SSeg 102 172 0 17 Apr 2019
Data augmentation using learned transformations for one-shot medical image segmentation Amy Zhao Guha Balakrishnan F. Durand John Guttag Adrian Dalca OOD MedIm 41 397 0 25 Feb 2019
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric Images Abhijit Guha Roy Shayan Siddiqui Sebastian Polsterl Nassir Navab Christian Wachinger 81 183 0 04 Feb 2019
Episodic Training for Domain Generalization Da Li Jianshu Zhang Yongxin Yang Cong Liu Yi-Zhe Song Timothy M. Hospedales OOD 76 446 0 31 Jan 2019
Deep learning to achieve clinically applicable segmentation of head and neck anatomy for radiotherapy Stanislav Nikolov Sam Blackwell Alexei Zverovitch R. Mendes Michelle Livne ... Mustafa Suleyman T. Back Ricky A. Sharma J. Ledsam Olaf Ronneberger 110 297 0 12 Sep 2018
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 123 6,483 0 21 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 157 18,136 0 02 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 981 76,547 0 18 May 2015