医学 AI - arXivDaily 专题

2006.13212 2020-06-25 eess.IV cs.CV cs.LG 85%

Automated Detection of COVID-19 from CT Scans Using Convolutional Neural Networks

Rohit Lokwani, Ashrika Gaikwad, Viraj Kulkarni, Aniruddha Pant, Amit Kharat

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

2006.07187 2020-06-25 eess.IV cs.AI cs.CV cs.LG stat.ML 85%

HMIC: Hierarchical Medical Image Classification, A Deep Learning Approach

Kamran Kowsari, Rasoul Sali, Lubaina Ehsan, William Adorno, Asad Ali, Sean Moore, Beatrice Amadi, Paul Kelly, Sana Syed, Donald Brown

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

Journal ref Information 11, no. 6 (2020): 318

2006.01174 2020-06-08 eess.IV cs.CV cs.LG 85%

BIMCV COVID-19+: a large annotated dataset of RX and CT images from COVID-19 patients

Maria de la Iglesia Vayá, Jose Manuel Saborit, Joaquim Angel Montell, Antonio Pertusa, Aurelia Bustos, Miguel Cazorla, Joaquin Galant, Xavier Barber, Domingo Orozco-Beltrán, Francisco García-García, Marisa Caparrós, Germán González, Jose María Salinas

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

2004.02086 2020-06-05 eess.IV cs.CV cs.LG 85%

Arbitrary Scale Super-Resolution for Brain MRI Images

Chuan Tan, Jin Zhu, Pietro Lio'

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

Comments 12 pages, 8 figures, 1 table, to appear as a full paper with oral contribution in AIAI 2020

2006.01263 2020-06-04 eess.IV cs.CV cs.LG 85%

A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trial

Shruti Jadon, Owen P. Leary, Ian Pan, Tyler J. Harder, David W. Wright, Lisa H. Merck, Derek L. Merck

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

Comments 9 pages, 3 figures, 3 tables

Journal ref SPIE MEDICAL IMAGING 2020

2005.13643 2020-06-02 eess.IV cs.CV cs.LG 85%

Segmentation of the Myocardium on Late-Gadolinium Enhanced MRI based on 2.5 D Residual Squeeze and Excitation Deep Learning Model

Abdul Qayyum, Alain Lalande, Thomas Decourselle, Thibaut Pommier, Alexandre Cochet, Fabrice Meriaudeau

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

2005.11217 2020-05-25 cs.LG cs.CV eess.IV stat.ML 85%

Semi-supervised Medical Image Classification with Global Latent Mixing

Prashnna Kumar Gyawali, Sandesh Ghimire, Pradeep Bajracharya, Zhiyuan Li, Linwei Wang

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

2005.09766 2020-05-21 physics.med-ph cs.CV cs.LG eess.IV 85%

Self-supervised Dynamic CT Perfusion Image Denoising with Deep Neural Networks

Dufan Wu, Hui Ren, Quanzheng Li

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

Comments 13 pages, 9 figures

2005.03059 2020-05-19 eess.IV cs.CV cs.LG 85%

CovidCTNet: An Open-Source Deep Learning Approach to Identify Covid-19 Using CT Image

Tahereh Javaheri, Morteza Homayounfar, Zohreh Amoozgar, Reza Reiazi, Fatemeh Homayounieh, Engy Abbas, Azadeh Laali, Amir Reza Radmard, Mohammad Hadi Gharib, Seyed Ali Javad Mousavi, Omid Ghaemi, Rosa Babaei, Hadi Karimi Mobin, Mehdi Hosseinzadeh, Rana Jahanban-Esfahlan, Khaled Seidi, Mannudeep K. Kalra, Guanglan Zhang, L. T. Chitkushev, Benjamin Haibe-Kains, Reza Malekzadeh, Reza Rawassizadeh

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

Comments 5 figures

2005.05431 2020-05-13 eess.IV cs.CV cs.LG 85%

Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing

Neil Getty, Thomas Brettin, Dong Jin, Rick Stevens, Fangfang Xia

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

Comments 8 pages, 7 figures

2005.03924 2020-05-11 eess.IV cs.CV cs.LG 85%

Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Images for Segmentation

Shuchao Pang, Anan Du, Mehmet A. Orgun, Yan Wang, Quanzheng Sheng, Shoujin Wang, Xiaoshui Huang, Zhemei Yu

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

2005.03264 2020-05-08 eess.IV cs.CV cs.LG 85%

Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT

Liang Sun, Zhanhao Mo, Fuhua Yan, Liming Xia, Fei Shan, Zhongxiang Ding, Wei Shao, Feng Shi, Huan Yuan, Huiting Jiang, Dijia Wu, Ying Wei, Yaozong Gao, Wanchun Gao, He Sui, Daoqiang Zhang, Dinggang Shen

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

2004.10987 2020-04-28 eess.IV cs.CV cs.LG 85%

COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution

Qingsen Yan, Bo Wang, Dong Gong, Chuan Luo, Wei Zhao, Jianhu Shen, Qinfeng Shi, Shuo Jin, Liang Zhang, Zheng You

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

2004.09610 2020-04-22 eess.IV cs.CV cs.LG 85%

Deep variational network for rapid 4D flow MRI reconstruction

Valery Vishnevskiy, Jonas Walheim, Sebastian Kozerke

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

Comments 15 pages, 6 figures

Journal ref Nature Machine Intelligence 2, 228-235 (2020)

2004.06689 2020-04-15 eess.IV cs.CV cs.LG 85%

Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images

Shaoping Hu, Yuan Gao, Zhangming Niu, Yinghui Jiang, Lao Li, Xianglu Xiao, Minhao Wang, Evandro Fei Fang, Wade Menpes-Smith, Jun Xia, Hui Ye, Guang Yang

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

Comments 21 pages, 7 figures

1908.08431 2020-04-15 eess.IV cs.CV cs.LG physics.med-ph 85%

Improved MR to CT synthesis for PET/MR attenuation correction using Imitation Learning

Kerstin Kläser, Thomas Varsavsky, Pawel Markiewicz, Tom Vercauteren, David Atkinson, Kris Thielemans, Brian Hutton, M Jorge Cardoso, Sebastien Ourselin

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

Comments Aceppted at SASHIMI2019

2002.05702 2020-04-13 eess.IV cs.CV cs.LG physics.med-ph stat.ML 85%

Generative-based Airway and Vessel Morphology Quantification on Chest CT Images

Pietro Nardelli, James C. Ross, Raúl San José Estépar

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

Comments 19 pages, 13 figures

2004.00038 2020-04-02 eess.IV cs.CV cs.LG 85%

Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms

Halgurd S. Maghdid, Aras T. Asaad, Kayhan Zrar Ghafoor, Ali Safaa Sadiq, Muhammad Khurram Khan

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

Comments 8 pages, 8 figures

2002.08277 2020-02-20 cs.CV cs.AI cs.LG eess.IV 85%

When Radiology Report Generation Meets Knowledge Graph

Yixiao Zhang, Xiaosong Wang, Ziyue Xu, Qihang Yu, Alan Yuille, Daguang Xu

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

2002.04639 2020-02-19 eess.IV cs.CV cs.LG 85%

Validating uncertainty in medical image translation

Jacob C. Reinhold, Yufan He, Shizhong Han, Yunqiang Chen, Dashan Gao, Junghoon Lee, Jerry L. Prince, Aaron Carass

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

Comments IEEE ISBI 2020

2001.08741 2020-01-27 eess.IV cs.CV cs.LG stat.ML 85%

Using a Generative Adversarial Network for CT Normalization and its Impact on Radiomic Features

Leihao Wei, Yannan Lin, William Hsu

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

Comments ISBI 2020

2001.08552 2020-01-24 cs.CV cs.LG cs.NE eess.IV 85%

Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms

Arkadiy Dushatskiy, Adriënne M. Mendrik, Peter A. N. Bosman, Tanja Alderliesten

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

Comments 11 pages, 5 figures, SPIE Medical Imaging Conference - 2020

1906.06058 2020-01-09 eess.IV cs.CV cs.LG 85%

Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification

Christoph Haarburger, Michael Baumgartner, Daniel Truhn, Mirjam Broeckmann, Hannah Schneider, Simone Schrading, Christiane Kuhl, Dorit Merhof

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

Comments Accepted to MICCAI 2019

1912.07648 2019-12-18 eess.IV cs.CV cs.LG 85%

Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction

Jiulong Liu, Angelica I. Aviles-Rivero, Hui Ji, Carola-Bibiane Schönlieb

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

1911.03022 2019-11-11 physics.med-ph cs.CV cs.LG eess.IV 85%

Transfer Learning in 4D for Breast Cancer Diagnosis using Dynamic Contrast-Enhanced Magnetic Resonance Imaging

Qiyuan Hu, Heather M. Whitney, Maryellen L. Giger

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

Comments Machine Learning for Health (ML4H) at NeurIPS 2019 - Extended Abstract

1910.02175 2019-10-23 eess.IV cs.CV cs.LG stat.ML 85%

Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images

Deepta Rajan, David Beymer, Shafiqul Abedin, Ehsan Dehghan

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

Comments 2019 NeurIPS ML4H (Proceedings of Machine Learning Research)

1910.03063 2019-10-09 cs.RO 85%

CRANE: A highly dexterous needle placement robot for evaluation of interventional radiology procedures

Dimitri A. Schreiber, Hanpeng Jiang, Guosong Li, Julie Yu, Zhaowei Yu, Renjie Zhu, Alexander M. Norbash, Michael C. Yip

专题命中医学影像：radiology(title,abstract)；CT(abstract)；diagnosis(abstract)

Comments 2 pages, 3 figures, extended abstract for IROS 2019 Workshop on Surgical Robotics

1910.02241 2019-10-08 cs.CV cs.LG eess.IV 85%

Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube

Xinrui Zhuang, Yuexiang Li, Yifan Hu, Kai Ma, Yujiu Yang, Yefeng Zheng

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

Comments MICCAI 2019

1909.03483 2019-09-19 cs.CV cs.LG eess.IV 85%

Anatomy-Aware Self-supervised Fetal MRI Synthesis from Unpaired Ultrasound Images

Jianbo Jiao, Ana I. L. Namburete, Aris T. Papageorghiou, J. Alison Noble

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

Comments MICCAI-MLMI 2019

1906.06188 2019-08-13 eess.IV cs.CV cs.LG 85%

Global and Local Interpretability for Cardiac MRI Classification

James R. Clough, Ilkay Oksuz, Esther Puyol-Anton, Bram Ruijsink, Andrew P. King, Julia A. Schnabel

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

Comments Accepted at MICCAI 2019, 9 pages, 3 figures

1. 医学影像 22615 篇

Automated Detection of COVID-19 from CT Scans Using Convolutional Neural Networks

HMIC: Hierarchical Medical Image Classification, A Deep Learning Approach

BIMCV COVID-19+: a large annotated dataset of RX and CT images from COVID-19 patients

Arbitrary Scale Super-Resolution for Brain MRI Images

A comparative study of 2D image segmentation algorithms for traumatic brain lesions using CT data from the ProTECTIII multicenter clinical trial

Segmentation of the Myocardium on Late-Gadolinium Enhanced MRI based on 2.5 D Residual Squeeze and Excitation Deep Learning Model

Semi-supervised Medical Image Classification with Global Latent Mixing

Self-supervised Dynamic CT Perfusion Image Denoising with Deep Neural Networks

CovidCTNet: An Open-Source Deep Learning Approach to Identify Covid-19 Using CT Image

Deep Medical Image Analysis with Representation Learning and Neuromorphic Computing

Beyond CNNs: Exploiting Further Inherent Symmetries in Medical Images for Segmentation

Adaptive Feature Selection Guided Deep Forest for COVID-19 Classification with Chest CT

COVID-19 Chest CT Image Segmentation -- A Deep Convolutional Neural Network Solution

Deep variational network for rapid 4D flow MRI reconstruction

Weakly Supervised Deep Learning for COVID-19 Infection Detection and Classification from CT Images

Improved MR to CT synthesis for PET/MR attenuation correction using Imitation Learning

Generative-based Airway and Vessel Morphology Quantification on Chest CT Images

Diagnosing COVID-19 Pneumonia from X-Ray and CT Images using Deep Learning and Transfer Learning Algorithms

When Radiology Report Generation Meets Knowledge Graph

Validating uncertainty in medical image translation

Using a Generative Adversarial Network for CT Normalization and its Impact on Radiomic Features

Observer variation-aware medical image segmentation by combining deep learning and surrogate-assisted genetic algorithms

Multi Scale Curriculum CNN for Context-Aware Breast MRI Malignancy Classification

Rethinking Medical Image Reconstruction via Shape Prior, Going Deeper and Faster: Deep Joint Indirect Registration and Reconstruction

Transfer Learning in 4D for Breast Cancer Diagnosis using Dynamic Contrast-Enhanced Magnetic Resonance Imaging

Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images

CRANE: A highly dexterous needle placement robot for evaluation of interventional radiology procedures

Self-supervised Feature Learning for 3D Medical Images by Playing a Rubik's Cube

Anatomy-Aware Self-supervised Fetal MRI Synthesis from Unpaired Ultrasound Images

Global and Local Interpretability for Cardiac MRI Classification