医学 AI - arXivDaily 专题

2108.02155 2021-08-06 cs.CV cs.LG 81%

Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows

M. M. A. Valiuddin, C. G. A. Viviers, R. J. G. van Sloun, P. H. N. de With, F. van der Sommen

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

Comments Accepted for UNSURE at MICCAI 2021. 13 pages and 7 figures

2108.02002 2021-08-05 eess.IV cs.CV 81%

Online unsupervised Learning for domain shift in COVID-19 CT scan datasets

Nicolas Ewen, Naimul Khan

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

Comments Accepted at ICAS 2021

2108.00109 2021-08-03 eess.IV cs.LG physics.med-ph 81%

A Machine-learning Based Initialization for Joint Statistical Iterative Dual-energy CT with Application to Proton Therapy

Tao Ge, Maria Medrano, Rui Liao, David G. Politte, Jeffrey F. Williamson, Joseph A. O'Sullivan

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

2012.15564 2021-07-29 eess.IV cs.CV 81%

Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation

Yichi Zhang, Qingcheng Liao, Lin Yuan, He Zhu, Jiezhen Xing, Jicong Zhang

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

Comments 12 pages

2107.12205 2021-07-27 eess.IV cs.CV 81%

Early Diagnosis of Lung Cancer Using Computer Aided Detection via Lung Segmentation Approach

Abhir Bhandary, Ananth Prabhu G, Mustafa Basthikodi, Chaitra K M

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

Comments 9 pages, 10 figures, Published with International Journal of Engineering Trends and Technology (IJETT)

Journal ref International Journal of Engineering Trends and Technology 69.5(2021):85-93

2105.14758 2021-07-27 eess.IV cs.CV 81%

Low-Dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

Lu Xu, Yuwei Zhang, Ying Liu, Daoye Wang, Mu Zhou, Jimmy Ren, Jingwei Wei, Zhaoxiang Ye

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

Comments ICIP2021

2102.07896 2021-07-23 eess.SP cs.SD eess.AS eess.IV 81%

A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images

Yongwan Lim, Asterios Toutios, Yannick Bliesener, Ye Tian, Sajan Goud Lingala, Colin Vaz, Tanner Sorensen, Miran Oh, Sarah Harper, Weiyi Chen, Yoonjeong Lee, Johannes Töger, Mairym Lloréns Montesserin, Caitlin Smith, Bianca Godinez, Louis Goldstein, Dani Byrd, Krishna S. Nayak, Shrikanth S. Narayanan

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

Comments 27 pages, 6 figures, 5 tables, submitted to Nature Scientific Data

2004.08962 2021-07-23 eess.IV eess.SP 81%

High-dimensional Fast Convolutional Framework (HICU) for Calibrationless MRI

Shen Zhao, Lee C. Potter, Rizwan Ahmad

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

Journal ref Magnetic Resonance in Medicine, September 2021, Volume 86, Issue 3, Pages 1212-1225

2107.08962 2021-07-20 eess.IV cs.CV 81%

Frequency-Supervised MR-to-CT Image Synthesis

Zenglin Shi, Pascal Mettes, Guoyan Zheng, Cees Snoek

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

Comments MICCAI workshop on Deep Generative Models, 2021

2007.09465 2021-07-20 eess.IV cs.CV 81%

PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation

Jue Jiang, Yu Chi Hu, Neelam Tyagi, Andreas Rimner, Nancy Lee, Joseph O. Deasy, Sean Berry, Harini Veeraraghavan

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

Comments This paper has been accepted by IEEE Transactions on Medical Imaging

Journal ref IEEE Transactions on Medical Imaging, 2020

2107.08111 2021-07-20 eess.IV cs.CV 81%

Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures

Holger R. Roth, Dong Yang, Wenqi Li, Andriy Myronenko, Wentao Zhu, Ziyue Xu, Xiaosong Wang, Daguang Xu

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

Comments MICCAI 2021 accepted

2103.04708 2021-07-13 eess.IV cs.CV 81%

Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation

Yichi Zhang, Jicong Zhang

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

Comments Accepted for PRCV 2021

2107.03987 2021-07-12 eess.IV cs.CV 81%

Atlas-Based Segmentation of Intracochlear Anatomy in Metal Artifact Affected CT Images of the Ear with Co-trained Deep Neural Networks

Jianing Wang, Dingjie Su, Yubo Fan, Srijata Chakravorti, Jack H. Noble, Benoit M. Dawant

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

Comments 10 pages, 5 figures

2104.03225 2021-07-09 eess.IV cs.CV 81%

Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images

Yanwen Li, Luyang Luo, Huangjing Lin, Hao Chen, Pheng-Ann Heng

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

Comments Accepted to MICCAI2021. The first two authors contributed equally. Code is available at https://github.com/poiuohke/UDC-Net

2107.01527 2021-07-06 eess.IV cs.CV 81%

COVID-Rate: An Automated Framework for Segmentation of COVID-19 Lesions from Chest CT Scans

Nastaran Enshaei, Anastasia Oikonomou, Moezedin Javad Rafiee, Parnian Afshar, Shahin Heidarian, Arash Mohammadi, Konstantinos N. Plataniotis, Farnoosh Naderkhani

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

2107.01456 2021-07-06 eess.IV cs.CV 81%

Custom Deep Neural Network for 3D Covid Chest CT-scan Classification

Quoc Huy Trinh, Minh Van Nguyen

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

2106.14033 2021-07-02 eess.IV cs.CV 81%

BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation

Xinyi Wang, Tiange Xiang, Chaoyi Zhang, Yang Song, Dongnan Liu, Heng Huang, Weidong Cai

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

Comments MICCAI2021

2106.12407 2021-07-01 eess.IV cs.CV 81%

STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning

Junshen Xu, Esra Abaci Turk, P. Ellen Grant, Polina Golland, Elfar Adalsteinsson

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

2106.12499 2021-06-24 cs.CV cs.AI cs.LG cs.NE 81%

Generative Self-training for Cross-domain Unsupervised Tagged-to-Cine MRI Synthesis

Xiaofeng Liu, Fangxu Xing, Maureen Stone, Jiachen Zhuo, Reese Timothy, Jerry L. Prince, Georges El Fakhri, Jonghye Woo

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

Comments MICCAI 2021 (early accept <13%)

2106.10992 2021-06-22 eess.IV cs.CV 81%

Estimating MRI Image Quality via Image Reconstruction Uncertainty

Richard Shaw, Carole H. Sudre, Sebastien Ourselin, M. Jorge Cardoso

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

2106.07049 2021-06-16 cs.CV cs.LG 81%

Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis

Kangning Liu, Yiqiu Shen, Nan Wu, Jakub Chłędowski, Carlos Fernandez-Granda, Krzysztof J. Geras

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

Comments The last two authors contributed equally. Accepted to Medical Imaging with Deep Learning (MIDL) 2021

2106.00638 2021-06-11 cs.LG cs.CV 81%

Quantifying Predictive Uncertainty in Medical Image Analysis with Deep Kernel Learning

Zhiliang Wu, Yinchong Yang, Jindong Gu, Volker Tresp

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

Journal ref 2021 IEEE International Conference on Healthcare Informatics (ICHI)

2106.04650 2021-06-10 eess.IV cs.CV physics.med-ph 81%

TED-net: Convolution-free T2T Vision Transformer-based Encoder-decoder Dilation network for Low-dose CT Denoising

Dayang Wang, Zhan Wu, Hengyong Yu

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

Comments 10 pages, manuscript for 12th International Workshop on Machine Learning in Medical Imaging

2008.04488 2021-06-09 eess.IV cs.CV 81%

ARPM-net: A novel CNN-based adversarial method with Markov Random Field enhancement for prostate and organs at risk segmentation in pelvic CT images

Zhuangzhuang Zhang, Tianyu Zhao, Hiram Gay, Weixiong Zhang, Baozhou Sun

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

Comments 21 pages, 8 figures; accepted as a journal article at Medical Physics; abstract presented at AAPM 2020

2006.11223 2021-06-09 cs.CV cs.LG 81%

Unified Representation Learning for Efficient Medical Image Analysis

Ghada Zamzmi, Sivaramakrishnan Rajaraman, Sameer Antani

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

Journal ref Under Review 2020

2006.00327 2021-06-09 eess.IV cs.CV 81%

Probabilistic self-learning framework for Low-dose CT Denoising

Ti Bai, Dan Nguyen, Biling Wang, Steve Jiang

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

2106.03208 2021-06-08 eess.IV cs.LG physics.med-ph 81%

Deep Learning-based Type Identification of Volumetric MRI Sequences

Jean Pablo Vieira de Mello, Thiago M. Paixão, Rodrigo Berriel, Mauricio Reyes, Claudine Badue, Alberto F. De Souza, Thiago Oliveira-Santos

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

Journal ref In 2020 25th International Conference on Pattern Recognition (ICPR) (pp. 1-8). IEEE

2106.03052 2021-06-08 eess.IV cs.CV 81%

Brain Age Estimation From MRI Using Cascade Networks with Ranking Loss

Jian Cheng, Ziyang Liu, Hao Guan, Zhenzhou Wu, Haogang Zhu, Jiyang Jiang, Wei Wen, Dacheng Tao, Tao Liu

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

Comments Accepted by IEEE transactions on Medical Imaging, 13 pages, 6 figures

2010.00148 2021-06-08 eess.IV cs.CV 81%

DEEPMIR: A DEEP neural network for differential detection of cerebral Microbleeds and IRon deposits in MRI

Tanweer Rashid, Ahmed Abdulkadir, Ilya M. Nasrallah, Jeffrey B. Ware, Hangfan Liu, Pascal Spincemaille, J. Rafael Romero, R. Nick Bryan, Susan R. Heckbert, Mohamad Habes

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

2001.02127 2021-06-08 cs.LG eess.IV stat.ML 81%

Prediction of MRI Hardware Failures based on Image Features using Time Series Classification

Nadine Kuhnert, Lea Pflüger, Andreas Maier

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

Journal ref Bildverarbeitung für die Medizin 2020. Springer Vieweg, Wiesbaden, 2020

1. 医学影像 22645 篇

Improving Aleatoric Uncertainty Quantification in Multi-Annotated Medical Image Segmentation with Normalizing Flows

Online unsupervised Learning for domain shift in COVID-19 CT scan datasets

A Machine-learning Based Initialization for Joint Statistical Iterative Dual-energy CT with Application to Proton Therapy

Exploiting Shared Knowledge from Non-COVID Lesions for Annotation-Efficient COVID-19 CT Lung Infection Segmentation

Early Diagnosis of Lung Cancer Using Computer Aided Detection via Lung Segmentation Approach

Low-Dose CT Denoising Using a Structure-Preserving Kernel Prediction Network

A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images

High-dimensional Fast Convolutional Framework (HICU) for Calibrationless MRI

Frequency-Supervised MR-to-CT Image Synthesis

PSIGAN: Joint probabilistic segmentation and image distribution matching for unpaired cross-modality adaptation based MRI segmentation

Federated Whole Prostate Segmentation in MRI with Personalized Neural Architectures

Dual-Task Mutual Learning for Semi-Supervised Medical Image Segmentation

Atlas-Based Segmentation of Intracochlear Anatomy in Metal Artifact Affected CT Images of the Ear with Co-trained Deep Neural Networks

Dual-Consistency Semi-Supervised Learning with Uncertainty Quantification for COVID-19 Lesion Segmentation from CT Images

COVID-Rate: An Automated Framework for Segmentation of COVID-19 Lesions from Chest CT Scans

Custom Deep Neural Network for 3D Covid Chest CT-scan Classification

BiX-NAS: Searching Efficient Bi-directional Architecture for Medical Image Segmentation

STRESS: Super-Resolution for Dynamic Fetal MRI using Self-Supervised Learning

Generative Self-training for Cross-domain Unsupervised Tagged-to-Cine MRI Synthesis

Estimating MRI Image Quality via Image Reconstruction Uncertainty

Weakly-supervised High-resolution Segmentation of Mammography Images for Breast Cancer Diagnosis

Quantifying Predictive Uncertainty in Medical Image Analysis with Deep Kernel Learning

TED-net: Convolution-free T2T Vision Transformer-based Encoder-decoder Dilation network for Low-dose CT Denoising

ARPM-net: A novel CNN-based adversarial method with Markov Random Field enhancement for prostate and organs at risk segmentation in pelvic CT images

Unified Representation Learning for Efficient Medical Image Analysis

Probabilistic self-learning framework for Low-dose CT Denoising

Deep Learning-based Type Identification of Volumetric MRI Sequences

Brain Age Estimation From MRI Using Cascade Networks with Ranking Loss

DEEPMIR: A DEEP neural network for differential detection of cerebral Microbleeds and IRon deposits in MRI

Prediction of MRI Hardware Failures based on Image Features using Time Series Classification