医学 AI

RevPHiSeg: A Memory-Efficient Neural Network for Uncertainty Quantification in Medical Image Segmentation

Marc Gantenbein, Ertunc Erdil, Ender Konukoglu

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted to UNSURE by MICCAI 2020

Deep Parallel MRI Reconstruction Network Without Coil Sensitivities

Wanyu Bian, Yunmei Chen, Xiaojing Ye

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI international workshop MLMIR 2020

DLIMD: Dictionary Learning based Image-domain Material Decomposition for spectral CT

Weiwen Wu, Haijun Yu, Peijun Chen, Fulin Luo, Fenglin Liu, Qian Wang, Yining Zhu, Yanbo Zhang, Jian Feng, Hengyong Yu

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Journal ref Physics in Medicine & Biology, 2020

Multi-Modality Pathology Segmentation Framework: Application to Cardiac Magnetic Resonance Images

Zhen Zhang, Chenyu Liu, Wangbin Ding, Sihan Wang, Chenhao Pei, Mingjing Yang, Liqin Huang

专题命中 医学影像 ：pathology(title,abstract)；分类 cs.CV、eess.IV

Comments 12 pages,MyoPS 2020

Dual Convolutional Neural Networks for Breast Mass Segmentation and Diagnosis in Mammography

Heyi Li, Dongdong Chen, William H. Nailon, Mike E. Davies, David Laurenson

专题命中 医学影像 ：diagnosis(title,abstract)；分类 cs.LG、eess.IV

Implanting Synthetic Lesions for Improving Liver Lesion Segmentation in CT Exams

Dario Augusto Borges Oliveira

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Deep Learning from Dual-Energy Information for Whole-Heart Segmentation in Dual-Energy and Single-Energy Non-Contrast-Enhanced Cardiac CT

Steffen Bruns, Jelmer M. Wolterink, Richard A. P. Takx, Robbert W. van Hamersvelt, Dominika Suchá, Max A. Viergever, Tim Leiner, Ivana Išgum

专题命中 医学影像 ：CT(title,abstract)；分类 cs.LG、eess.IV

A Machine-learning framework for automatic reference-free quality assessment in MRI

Thomas Küstner, Sergios Gatidis, Annika Liebgott, Martin Schwartz, Lukas Mauch, Petros Martirosian, Holger Schmidt, Nina F. Schwenzer, Konstantin Nikolaou, Fabian Bamberg, Bin Yang, Fritz Schick

专题命中 医学影像 ：MRI(title)；diagnosis(abstract)；分类 cs.CV、cs.LG

Uncertainty quantification in medical image segmentation with normalizing flows

Raghavendra Selvan, Frederik Faye, Jon Middleton, Akshay Pai

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、cs.LG

Comments 12 pages. Accepted to be presented at 11th International Workshop on Machine Learning in Medical Imaging. Source code will be updated at https://github.com/raghavian/cFlow

MI^2GAN: Generative Adversarial Network for Medical Image Domain Adaptation using Mutual Information Constraint

Xinpeng Xie, Jiawei Chen, Yuexiang Li, Linlin Shen, Kai Ma, Yefeng Zheng

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments The first two authors contributed equally

Neural Network-based Reconstruction in Compressed Sensing MRI Without Fully-sampled Training Data

Alan Q. Wang, Adrian V. Dalca, Mert R. Sabuncu

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments to be published in MLMIR 2020

Extending LOUPE for K-space Under-sampling Pattern Optimization in Multi-coil MRI

Jinwei Zhang, Hang Zhang, Alan Wang, Qihao Zhang, Mert Sabuncu, Pascal Spincemaille, Thanh D. Nguyen, Yi Wang

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

A Novel adaptive optimization of Dual-Tree Complex Wavelet Transform for Medical Image Fusion

T. Deepika, G. Karpaga Kannan

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Conference on Computing Communication and Signal Processing. arXiv admin note: text overlap with arXiv:2007.11488

Uniformizing Techniques to Process CT scans with 3D CNNs for Tuberculosis Prediction

Hasib Zunair, Aimon Rahman, Nabeel Mohammed, Joseph Paul Cohen

专题命中 医学影像 ：CT(title)；medical image(abstract)；分类 cs.CV、eess.IV

Comments Accepted for publication at the MICCAI 2020 International Workshop on PRedictive Intelligence In MEdicine (PRIME)

One Click Lesion RECIST Measurement and Segmentation on CT Scans

Youbao Tang, Ke Yan, Jing Xiao, Ranold M. Summers

专题命中 医学影像 ：CT(title)；medical image(abstract)；分类 cs.CV、eess.IV

A novel deep learning-based method for monochromatic image synthesis from spectral CT using photon-counting detectors

Ao Zheng, Hongkai Yang, Li Zhang, Yuxiang Xing

专题命中 医学影像 ：CT(title,abstract)；分类 cs.LG、eess.IV

Comments 9 pages, 4 figures, submitted to the 2020 IEEE Nuclear Science Symposium (NSS) and Medical Imaging Conference (MIC)

Self-Loop Uncertainty: A Novel Pseudo-Label for Semi-Supervised Medical Image Segmentation

Yuexiang Li, Jiawei Chen, Xinpeng Xie, Kai Ma, Yefeng Zheng

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by MICCAI 2020

ICA-UNet: ICA Inspired Statistical UNet for Real-time 3D Cardiac Cine MRI Segmentation

Tianchen Wang, Xiaowei Xu, Jinjun Xiong, Qianjun Jia, Haiyun Yuan, Meiping Huang, Jian Zhuang, Yiyu Shi

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments MICCAI2020, 12 pages, 3 figures

A Weakly Supervised Region-Based Active Learning Method for COVID-19 Segmentation in CT Images

Issam Laradji, Pau Rodriguez, Frederic Branchaud-Charron, Keegan Lensink, Parmida Atighehchian, William Parker, David Vazquez, Derek Nowrouzezahrai

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Deep Doubly Supervised Transfer Network for Diagnosis of Breast Cancer with Imbalanced Ultrasound Imaging Modalities

Han Xiangmin, Wang Jun, Zhou Weijun, Chang Cai, Ying Shihui, Shi Jun

专题命中 医学影像 ：diagnosis(title,abstract)；分类 cs.CV、cs.LG

Comments Accepted by MICCAI 2020

DeU-Net: Deformable U-Net for 3D Cardiac MRI Video Segmentation

Shunjie Dong, Jinlong Zhao, Maojun Zhang, Zhengxue Shi, Jianing Deng, Yiyu Shi, Mei Tian, Cheng Zhuo

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

MS-NAS: Multi-Scale Neural Architecture Search for Medical Image Segmentation

Xingang Yan, Weiwen Jiang, Yiyu Shi, Cheng Zhuo

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Deep Learning-Based Regression and Classification for Automatic Landmark Localization in Medical Images

Julia M. H. Noothout, Bob D. de Vos, Jelmer M. Wolterink, Elbrich M. Postma, Paul A. M. Smeets, Richard A. P. Takx, Tim Leiner, Max A. Viergever, Ivana Išgum

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments 12 pages, accepted at IEEE transactions in Medical Imaging

Self-supervised Skull Reconstruction in Brain CT Images with Decompressive Craniectomy

Franco Matzkin, Virginia Newcombe, Susan Stevenson, Aneesh Khetani, Tom Newman, Richard Digby, Andrew Stevens, Ben Glocker, Enzo Ferrante

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted for publication in MICCAI 2020. Update: Figure 1 corrected to match description

Segmentation of Pulmonary Opacification in Chest CT Scans of COVID-19 Patients

Keegan Lensink, Issam Laradji, Marco Law, Paolo Emilio Barbano, Savvas Nicolaou, William Parker, Eldad Haber

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Comments 9 pages, 5 figures. Fix typo in delimiter between author names in arXiv metadata

Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI

Chen Qin, Shuo Wang, Chen Chen, Huaqi Qiu, Wenjia Bai, Daniel Rueckert

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV

Comments The paper is early accepted by MICCAI 2020

A Weakly Supervised Consistency-based Learning Method for COVID-19 Segmentation in CT Images

Issam Laradji, Pau Rodriguez, Oscar Mañas, Keegan Lensink, Marco Law, Lironne Kurzman, William Parker, David Vazquez, Derek Nowrouzezahrai

专题命中 医学影像 ：CT(title,abstract)；分类 cs.CV、eess.IV

Confidence Calibration and Predictive Uncertainty Estimation for Deep Medical Image Segmentation

Alireza Mehrtash, William M. Wells, Clare M. Tempany, Purang Abolmaesumi, Tina Kapur

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV、eess.IV

Comments Journal of IEEE Transactions on Medical Imaging

Deep-learning-based Optimization of the Under-sampling Pattern in MRI

Cagla D. Bahadir, Alan Q. Wang, Adrian V. Dalca, Mert R. Sabuncu

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.LG、eess.IV

Comments 18 pages, 9 figures, 2 tables

Journal ref IEEE Transactions on Computational Imaging, 2020

A Novel Approach for Correcting Multiple Discrete Rigid In-Plane Motions Artefacts in MRI Scans

Michael Rotman, Rafi Brada, Israel Beniaminy, Sangtae Ahn, Christopher J. Hardy, Lior Wolf

专题命中 医学影像 ：MRI(title,abstract)；分类 cs.CV、eess.IV