医学 AI - arXivDaily 专题

1702.05747 2019-01-31 cs.CV 79%

A Survey on Deep Learning in Medical Image Analysis

Geert Litjens, Thijs Kooi, Babak Ehteshami Bejnordi, Arnaud Arindra Adiyoso Setio, Francesco Ciompi, Mohsen Ghafoorian, Jeroen A. W. M. van der Laak, Bram van Ginneken, Clara I. Sánchez

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

Comments Revised survey includes expanded discussion section and reworked introductory section on common deep architectures. Added missed papers from before Feb 1st 2017

Journal ref Med Image Anal. (2017) 42:60-88

1810.03968 2019-01-29 cs.CV 79%

Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information

Steffen Bruns, Jelmer M. Wolterink, Robbert W. van Hamersvelt, Majd Zreik, Tim Leiner, Ivana Išgum

专题命中医学影像：CT(title,abstract)；分类 cs.CV

1901.08824 2019-01-28 cs.CV 79%

Joint shape learning and segmentation for medical images using a minimalistic deep network

Balamurali Murugesan, Kaushik Sarveswaran, Sharath M Shankaranarayana, Keerthi Ram, Mohanasankar Sivaprakasam

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

Comments Under review at MIDL 2019

1901.05733 2019-01-18 cs.CV 79%

Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET

Mostafa Salem, Sergi Valverde, Mariano Cabezas, Deborah Pareto, Arnau Oliver, Joaquim Salvi, Àlex Rovira, Xavier Lladó

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

1901.04547 2019-01-16 cs.CV 79%

Self-Supervised Deep Active Accelerated MRI

Kyong Hwan Jin, Michael Unser, Kwang Moo Yi

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

1809.03783 2019-01-15 cs.CV 79%

Normalization in Training U-Net for 2D Biomedical Semantic Segmentation

Xiao-Yun Zhou, Guang-Zhong Yang

专题命中医学影像：biomedical(title,abstract)；分类 cs.CV

Comments 5 figures, 5 tables, published on IEEE Robotics and Automation Letters 2019

1901.01451 2019-01-08 cs.CV 79%

Early Prediction of Alzheimer's Disease Dementia Based on Baseline Hippocampal MRI and 1-Year Follow-Up Cognitive Measures Using Deep Recurrent Neural Networks

Hongming Li, Yong Fan

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments Accepted by ISBI 2019

1901.01211 2019-01-07 cs.CV 79%

Fully Convolutional Deep Network Architectures for Automatic Short Glass Fiber Semantic Segmentation from CT scans

Tomasz Konopczyński, Danish Rathore, Jitendra Rathore, Thorben Kröger, Lei Zheng, Christoph S. Garbe, Simone Carmignato, Jürgen Hesser

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments Accepted to 8th Conference on Industrial Computed Tomography, Wels, Austria (iCT 2018)

1901.01210 2019-01-07 cs.CV 79%

Reference Setup for Quantitative Comparison of Segmentation Techniques for Short Glass Fiber CT Data

Tomasz Konopczyński, Jitendra Rathore, Thorben Kröger, Lei Zheng, Christoph S. Garbe, Simone Carmignato, Jürgen Hesser

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments Accepted to 7th Conference on Industrial Computed Tomography, Leuven, Belgium (iCT 2017)

1901.01034 2019-01-07 cs.CV 79%

Instance Segmentation of Fibers from Low Resolution CT Scans via 3D Deep Embedding Learning

Tomasz Konopczyński, Thorben Kröger, Lei Zheng, Jürgen Hesser

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments Accepted to BMVC 2018

1812.11302 2019-01-01 cs.CV 79%

Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks

Yash Bhalgat, Meet Shah, Suyash Awate

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

Comments Medical Imaging meets NeurIPS 2018 Workshop

1807.11719 2018-12-27 cs.CV 79%

A Two-Stream Mutual Attention Network for Semi-supervised Biomedical Segmentation with Noisy Labels

Shaobo Min, Xuejin Chen, Zheng-Jun Zha, Feng Wu, Yongdong Zhang

专题命中医学影像：biomedical(title,abstract)；分类 cs.CV

1812.08367 2018-12-21 eess.IV 79%

2.5D Deep Learning for CT Image Reconstruction using a Multi-GPU implementation

Amirkoushyar Ziabari, Dong Hye Ye, Somesh Srivastava, Ken D. Sauer, Jean-Baptiste Thibault, Charles A. Bouman

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

Comments IEEE Asilomar conference on signals systems and computers, 2018

1812.06061 2018-12-17 cs.CV 79%

Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI

Ariel H. Curiale, Flavio D. Colavecchia, German Mato

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

Comments Accepted in Computer Methods and Programs in Biomedicine. https://www.sciencedirect.com/science/article/pii/S0169260718311696?via%3Dihub

1804.04360 2018-12-11 cs.CV 79%

A Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography

Majd Zreik, Robbert W. van Hamersvelt, Jelmer M. Wolterink, Tim Leiner, Max A. Viergever, Ivana Isgum

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments Published in IEEE Transactions on Medical Imaging, 2019

1809.08168 2018-12-11 cs.CV 79%

Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation

Seyed Raein Hashemi, Sanjay P. Prabhu, Simon K. Warfield, Ali Gholipour

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

1812.00572 2018-12-04 cs.CV 79%

Practical Window Setting Optimization for Medical Image Deep Learning

Hyunkwang Lee, Myeongchan Kim, Synho Do

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

Comments Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:cs/0101200

1811.11843 2018-11-30 cs.CV 79%

Deep learning based automatic segmentation of lumbosacral nerves on non-contrast CT for radiographic evaluation: a pilot study

Guoxin Fan, Huaqing Liu, Zhenhua Wu, Yufeng Li, Chaobo Feng, Dongdong Wang, Jie Luo, Xiaofei Guan, William M. Wells, Shisheng He

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments 11 pages, 5 figures

1811.11226 2018-11-29 cs.NE cs.CV 79%

CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss

Blaine Rister, Darvin Yi, Kaushik Shivakumar, Tomomi Nobashi, Daniel L. Rubin

专题命中医学影像：CT(title,abstract)；分类 cs.CV

Comments Journal submission pre-print

1811.10520 2018-11-28 cs.CV 79%

Predicting Language Recovery after Stroke with Convolutional Networks on Stitched MRI

Yusuf H. Roohani, Noor Sajid, Pranava Madhyastha, Cathy J. Price, Thomas M. H. Hope

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216

1811.08615 2018-11-28 cs.LG cs.CL 79%

Unsupervised Multimodal Representation Learning across Medical Images and Reports

Tzu-Ming Harry Hsu, Wei-Hung Weng, Willie Boag, Matthew McDermott, Peter Szolovits

专题命中医学影像：medical image(title)；radiology(abstract)；分类 cs.LG

Comments Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:1811.07216

1801.01847 2018-11-27 cs.CV 79%

Learning Implicit Brain MRI Manifolds with Deep Learning

Camilo Bermudez, Andrew J. Plassard, Larry T. Davis, Allen T. Newton, Susan M Resnick, Bennett A. Landman

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments SPIE Medical Imaging 2018

1811.09750 2018-11-27 cs.CV 79%

Automating Motion Correction in Multishot MRI Using Generative Adversarial Networks

Siddique Latif, Muhammad Asim, Muhammad Usman, Junaid Qadir, Rajib Rana

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Journal ref MED-NIPS 2018

1805.08298 2018-11-27 cs.CV 79%

Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation

Christy Y. Li, Xiaodan Liang, Zhiting Hu, Eric P. Xing

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

1811.09244 2018-11-26 cs.CV cs.AI 79%

Automatic L3 slice detection in 3D CT images using fully-convolutional networks

Fahdi Kanavati, Shah Islam, Eric O. Aboagye, Andrea Rockall

专题命中医学影像：CT(title,abstract)；分类 cs.CV

1407.5536 2018-11-21 physics.med-ph cs.CV 79%

Multichannel Compressive Sensing MRI Using Noiselet Encoding

Kamlesh Pawar, Gary F. Egan, Jingxin Zhang

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

1811.07491 2018-11-20 cs.CV 79%

A Self-Adaptive Network For Multiple Sclerosis Lesion Segmentation From Multi-Contrast MRI With Various Imaging Protocols

Yushan Feng, Huitong Pan, Craig Meyer, Xue Feng

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments This paper is submitted to IEEE ISBI 2019

1811.03782 2018-11-14 cs.CV 79%

A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI

Risheng Liu, Yuxi Zhang, Shichao Cheng, Xin Fan, Zhongxuan Luo

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

1808.03844 2018-11-13 cs.CV 79%

Fully-Automated Analysis of Body Composition from CT in Cancer Patients Using Convolutional Neural Networks

Christopher P. Bridge, Michael Rosenthal, Bradley Wright, Gopal Kotecha, Florian Fintelmann, Fabian Troschel, Nityanand Miskin, Khanant Desai, William Wrobel, Ana Babic, Natalia Khalaf, Lauren Brais, Marisa Welch, Caitlin Zellers, Neil Tenenholtz, Mark Michalski, Brian Wolpin, Katherine Andriole

专题命中医学影像：CT(title,abstract)；分类 cs.CV

1811.04045 2018-11-12 cs.CV 79%

Splenomegaly Segmentation on Multi-modal MRI using Deep Convolutional Networks

Yuankai Huo, Zhoubing Xu, Shunxing Bao, Camilo Bermudez, Hyeonsoo Moon, Prasanna Parvathaneni, Tamara K. Moyo, Michael R. Savona, Albert Assad, Richard G. Abramson, Bennett A. Landman

专题命中医学影像：MRI(title,abstract)；分类 cs.CV

Comments Accepted by IEEE Transactions on Medical Imaging

1. 医学影像 22719 篇

A Survey on Deep Learning in Medical Image Analysis

Improving Myocardium Segmentation in Cardiac CT Angiography using Spectral Information

Joint shape learning and segmentation for medical images using a minimalistic deep network

Multiple Sclerosis Lesion Synthesis in MRI using an encoder-decoder U-NET

Self-Supervised Deep Active Accelerated MRI

Normalization in Training U-Net for 2D Biomedical Semantic Segmentation

Early Prediction of Alzheimer's Disease Dementia Based on Baseline Hippocampal MRI and 1-Year Follow-Up Cognitive Measures Using Deep Recurrent Neural Networks

Fully Convolutional Deep Network Architectures for Automatic Short Glass Fiber Semantic Segmentation from CT scans

Reference Setup for Quantitative Comparison of Segmentation Techniques for Short Glass Fiber CT Data

Instance Segmentation of Fibers from Low Resolution CT Scans via 3D Deep Embedding Learning

Annotation-cost Minimization for Medical Image Segmentation using Suggestive Mixed Supervision Fully Convolutional Networks

A Two-Stream Mutual Attention Network for Semi-supervised Biomedical Segmentation with Noisy Labels

2.5D Deep Learning for CT Image Reconstruction using a Multi-GPU implementation

Automatic quantification of the LV function and mass: a deep learning approach for cardiovascular MRI

A Recurrent CNN for Automatic Detection and Classification of Coronary Artery Plaque and Stenosis in Coronary CT Angiography

Exclusive Independent Probability Estimation using Deep 3D Fully Convolutional DenseNets: Application to IsoIntense Infant Brain MRI Segmentation

Practical Window Setting Optimization for Medical Image Deep Learning

Deep learning based automatic segmentation of lumbosacral nerves on non-contrast CT for radiographic evaluation: a pilot study

CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss

Predicting Language Recovery after Stroke with Convolutional Networks on Stitched MRI

Unsupervised Multimodal Representation Learning across Medical Images and Reports

Learning Implicit Brain MRI Manifolds with Deep Learning

Automating Motion Correction in Multishot MRI Using Generative Adversarial Networks

Hybrid Retrieval-Generation Reinforced Agent for Medical Image Report Generation

Automatic L3 slice detection in 3D CT images using fully-convolutional networks

Multichannel Compressive Sensing MRI Using Noiselet Encoding

A Self-Adaptive Network For Multiple Sclerosis Lesion Segmentation From Multi-Contrast MRI With Various Imaging Protocols

A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI

Fully-Automated Analysis of Body Composition from CT in Cancer Patients Using Convolutional Neural Networks

Splenomegaly Segmentation on Multi-modal MRI using Deep Convolutional Networks