医学 AI - arXivDaily 专题

2101.00232 2021-01-05 eess.IV cs.CV 84%

Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?

Jun Ma

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

Comments Not submitted for publishing. Comments are welcome

2012.14584 2021-01-01 eess.IV cs.CV 84%

Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning

Lu Wang, Dong Guo, Guotai Wang, Shaoting Zhang

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

Comments 13 pages, 15 figures

2012.14556 2021-01-01 eess.IV cs.CV 84%

Cascaded Framework for Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI

Jun Ma

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

Comments MICCAI 2020 EMIDEC Challenge 2nd in segmentation task and 1st in classification task

2012.04701 2020-12-10 eess.IV cs.CV 84%

3D Graph Anatomy Geometry-Integrated Network for Pancreatic Mass Segmentation, Diagnosis, and Quantitative Patient Management

Tianyi Zhao, Kai Cao, Jiawen Yao, Isabella Nogues, Le Lu, Lingyun Huang, Jing Xiao, Zhaozheng Yin, Ling Zhang

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

2009.11008 2020-12-02 eess.IV cs.CV cs.HC 84%

An Attention Mechanism with Multiple Knowledge Sources for COVID-19 Detection from CT Images

Duy M. H. Nguyen, Duy M. Nguyen, Huong Vu, Binh T. Nguyen, Fabrizio Nunnari, Daniel Sonntag

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

Comments In AAAI 2021 Workshop: Trustworthy AI for Healthcare

2011.15049 2020-12-01 eess.IV cs.CV cs.IT math.IT 84%

Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment

Vinicius Pavanelli Vianna, Luiz Otavio Murta

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

Comments 13 pages, 8 figures, 3 tables

2011.14894 2020-12-01 eess.IV cs.CV stat.ML 84%

Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images

Juan E. Arco, A. Ortiz, J. Ramirez, F. J. Martinez-Murcia, Yu-Dong Zhang, Juan M. Gorriz

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

Comments 1 Table, 7 Figures

2011.14155 2020-12-01 eess.IV cs.CV 84%

Inter-slice Context Residual Learning for 3D Medical Image Segmentation

Jianpeng Zhang, Yutong Xie, Yan Wang, Yong Xia

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

Comments Accpeted by IEEE-TMI

Journal ref IEEE Trans. Med. Imaging (2020)

2011.12835 2020-11-30 eess.IV cs.CV 84%

Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy

Bach Ngoc Kim, Jose Dolz, Christian Desrosiers, Pierre-Marc Jodoin

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

2006.01441 2020-11-30 eess.IV cs.CV 84%

CT-based COVID-19 Triage: Deep Multitask Learning Improves Joint Identification and Severity Quantification

Mikhail Goncharov, Maxim Pisov, Alexey Shevtsov, Boris Shirokikh, Anvar Kurmukov, Ivan Blokhin, Valeria Chernina, Alexander Solovev, Victor Gombolevskiy, Sergey Morozov, Mikhail Belyaev

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

2010.10612 2020-11-22 eess.IV cs.CV 84%

Convolutional 3D to 2D Patch Conversion for Pixel-wise Glioma Segmentation in MRI Scans

Mohammad Hamghalam, Baiying Lei, Tianfu Wang

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

2011.08769 2020-11-21 eess.IV cs.CV 84%

Anatomy Prior Based U-net for Pathology Segmentation with Attention

Yuncheng Zhou, Ke Zhang, Xinzhe Luo, Sihan Wang, Xiahai Zhuang

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

Comments 8 pages, 3 figures, to be published in STACOM 2020 (MICCAI Workshop)

1909.04087 2020-11-17 eess.IV cs.CV 84%

Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images

Bach Ngoc Kim, Jose Dolz, Pierre-Marc Jodoin, Christian Desrosiers

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

2011.00526 2020-11-03 eess.IV cs.CV 84%

Learning Euler's Elastica Model for Medical Image Segmentation

Xu Chen, Xiangde Luo, Yitian Zhao, Shaoting Zhang, Guotai Wang, Yalin Zheng

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

Comments 9 pages, 4 figures

2010.13172 2020-10-27 eess.IV cs.CV 84%

Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples

Jörg Sander, Bob D. de Vos, Ivana Išgum

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

Comments accepted at the SPIE Medical Imaging 2021 conference

1912.05396 2020-10-27 cs.CV cs.LG 84%

Multimodal Self-Supervised Learning for Medical Image Analysis

Aiham Taleb, Christoph Lippert, Tassilo Klein, Moin Nabi

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

Comments NeurIPS 2019 Workshops

2010.04920 2020-10-26 eess.IV cs.CV 84%

Selective Information Passing for MR/CT Image Segmentation

Qikui Zhu, Liang Li, Jiangnan Hao, Yunfei Zha, Yan Zhang, Yanxiang Cheng, Fei Liao, Pingxiang Li

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

2010.08713 2020-10-22 cs.CV cs.LG 84%

CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images

Linchen Qian, Jiasong Chen, Timur Urakov, Weiyong Gu, Liang Liang

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

Comments This paper is accepted by 19th IEEE International Conference on Machine Learning and Applications (ICMLA2020)

2010.07222 2020-10-15 eess.IV cs.CV 84%

Domain Shift in Computer Vision models for MRI data analysis: An Overview

Ekaterina Kondrateva, Marina Pominova, Elena Popova, Maxim Sharaev, Alexander Bernstein, Evgeny Burnaev

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

Comments 8 pages, 1 figure

Journal ref ICMV2020

2010.01532 2020-10-06 eess.IV cs.CV 84%

Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation

Kang Li, Lequan Yu, Shujun Wang, Pheng-Ann Heng

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

Comments Accepted by AAAI 2020

Journal ref AAAI 2020

2005.02706 2020-10-01 eess.IV cs.CV 84%

Knee Injury Detection using MRI with Efficiently-Layered Network (ELNet)

Chen-Han Tsai, Nahum Kiryati, Eli Konen, Iris Eshed, Arnaldo Mayer

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

Comments 11 pages, 4 figures, Accepted to the Medical Imaging and Deep Learning (MIDL) Conference 2020

Journal ref Proceedings of Machine Learning Research 121 (2020) 784-794

2009.10474 2020-09-23 eess.IV cs.CV 84%

Classification of COVID-19 in CT Scans using Multi-Source Transfer Learning

Alejandro R. Martinez

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

2009.07469 2020-09-17 eess.IV cs.CV 84%

Deep Sinogram Completion with Image Prior for Metal Artifact Reduction in CT Images

Lequan Yu, Zhicheng Zhang, Xiaomeng Li, Lei Xing

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

Comments Accepted by IEEE Transactions on Medical Imaging

2008.10652 2020-08-26 eess.IV cs.CV 84%

Robust Pancreatic Ductal Adenocarcinoma Segmentation with Multi-Institutional Multi-Phase Partially-Annotated CT Scans

Ling Zhang, Yu Shi, Jiawen Yao, Yun Bian, Kai Cao, Dakai Jin, Jing Xiao, Le Lu

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

Comments 10 pages, 2 figures; MICCAI 2020

2008.09866 2020-08-25 cs.CV eess.IV 84%

Symbolic Semantic Segmentation and Interpretation of COVID-19 Lung Infections in Chest CT volumes based on Emergent Languages

Aritra Chowdhury, Alberto Santamaria-Pang, James R. Kubricht, Jianwei Qiu, Peter Tu

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

2008.08730 2020-08-21 physics.med-ph cs.CV eess.IV 84%

iPhantom: a framework for automated creation of individualized computational phantoms and its application to CT organ dosimetry

Wanyi Fu, Shobhit Sharma, Ehsan Abadi, Alexandros-Stavros Iliopoulos, Qi Wang, Joseph Y. Lo, Xiaobai Sun, William P. Segars, Ehsan Samei

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

Comments Main text: 11 pages, 8 figures; Supplement material: 7 pages, 5 figures, 7 tables

2008.02952 2020-08-10 cs.CV cs.LG 84%

Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images

Sohini Roychowdhury

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

Comments 8 pages, 8 figures, 4 tables

Journal ref ICPR 2020

2007.10033 2020-07-21 eess.IV cs.LG 84%

Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation

Boris Shirokikh, Alexey Shevtsov, Anvar Kurmukov, Alexandra Dalechina, Egor Krivov, Valery Kostjuchenko, Andrey Golanov, Mikhail Belyaev

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

Comments Accepted to MICCAI 2020

2007.09791 2020-07-21 eess.IV cs.CV 84%

E$^2$Net: An Edge Enhanced Network for Accurate Liver and Tumor Segmentation on CT Scans

Youbao Tang, Yuxing Tang, Yingying Zhu, Jing Xiao, Ronald M. Summers

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

2007.09669 2020-07-21 eess.IV cs.CV 84%

Unified cross-modality feature disentangler for unsupervised multi-domain MRI abdomen organs segmentation

Jue Jiang, Harini Veeraraghavan

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

Comments This paper has been accepted by MICCAI2020

Journal ref MICCAI 2020

1. 医学影像 22719 篇

Cutting-edge 3D Medical Image Segmentation Methods in 2020: Are Happy Families All Alike?

Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning

Cascaded Framework for Automatic Evaluation of Myocardial Infarction from Delayed-Enhancement Cardiac MRI

3D Graph Anatomy Geometry-Integrated Network for Pancreatic Mass Segmentation, Diagnosis, and Quantitative Patient Management

An Attention Mechanism with Multiple Knowledge Sources for COVID-19 Detection from CT Images

Long-range medical image registration through generalized mutual information (GMI): toward a fully automatic volumetric alignment

Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images

Inter-slice Context Residual Learning for 3D Medical Image Segmentation

Privacy Preserving for Medical Image Analysis via Non-Linear Deformation Proxy

CT-based COVID-19 Triage: Deep Multitask Learning Improves Joint Identification and Severity Quantification

Convolutional 3D to 2D Patch Conversion for Pixel-wise Glioma Segmentation in MRI Scans

Anatomy Prior Based U-net for Pathology Segmentation with Attention

Privacy-Net: An Adversarial Approach for Identity-Obfuscated Segmentation of Medical Images

Learning Euler's Elastica Model for Medical Image Segmentation

Unsupervised Super-Resolution: Creating High-Resolution Medical Images from Low-Resolution Anisotropic Examples

Multimodal Self-Supervised Learning for Medical Image Analysis

Selective Information Passing for MR/CT Image Segmentation

CQ-VAE: Coordinate Quantized VAE for Uncertainty Estimation with Application to Disk Shape Analysis from Lumbar Spine MRI Images

Domain Shift in Computer Vision models for MRI data analysis: An Overview

Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation

Knee Injury Detection using MRI with Efficiently-Layered Network (ELNet)

Classification of COVID-19 in CT Scans using Multi-Source Transfer Learning

Deep Sinogram Completion with Image Prior for Metal Artifact Reduction in CT Images

Robust Pancreatic Ductal Adenocarcinoma Segmentation with Multi-Institutional Multi-Phase Partially-Annotated CT Scans

Symbolic Semantic Segmentation and Interpretation of COVID-19 Lung Infections in Chest CT volumes based on Emergent Languages

iPhantom: a framework for automated creation of individualized computational phantoms and its application to CT organ dosimetry

Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images

Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image Segmentation

E$^2$Net: An Edge Enhanced Network for Accurate Liver and Tumor Segmentation on CT Scans

Unified cross-modality feature disentangler for unsupervised multi-domain MRI abdomen organs segmentation