医学 AI - arXivDaily 专题

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

2106.02599 2021-06-07 eess.IV cs.CV 81%

SOUP-GAN: Super-Resolution MRI Using Generative Adversarial Networks

Kuan Zhang, Haoji Hu, Kenneth Philbrick, Gian Marco Conte, Joseph D. Sobek, Pouria Rouzrokh, Bradley J. Erickson

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

Comments 10 pages, 11 figures

2106.00997 2021-06-03 eess.IV cs.CV 81%

Tips and Tricks to Improve CNN-based Chest X-ray Diagnosis: A Survey

Changhee Han, Takayuki Okamoto, Koichi Takeuchi, Dimitris Katsios, Andrey Grushnikov, Masaaki Kobayashi, Antoine Choppin, Yutaka Kurashina, Yuki Shimahara

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

Comments 7 pages, 2 figures, to be published in Japanese Journal of Medical Imaging and Information Sciences

2106.00280 2021-06-02 cs.LG cs.NA eess.IV math.NA physics.med-ph 81%

AAPM DL-Sparse-View CT Challenge Submission Report: Designing an Iterative Network for Fanbeam-CT with Unknown Geometry

Martin Genzel, Jan Macdonald, Maximilian März

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

Comments This is a technical report of a method participating in a not yet finished challenge. Therefore, it does not contain any final results. In particular, the reported reconstruction errors are only with respect to our own validation split of the provided training data. Once the official challenge report is released, these values will be updated with the results from the actual test set

2105.14192 2021-06-01 eess.IV cs.CV cs.NE 81%

Evolving Deep Convolutional Neural Network by Hybrid Sine-Cosine and Extreme Learning Machine for Real-time COVID19 Diagnosis from X-Ray Images

Wu Chao, Mohammad Khishe, Mokhtar Mohammadi, Sarkhel H. Taher Karim, Tarik A. Rashid

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

Comments 28 pages, Soft Computing, 2021

2105.12810 2021-05-28 cs.CV cs.LG 81%

ViPTT-Net: Video pretraining of spatio-temporal model for tuberculosis type classification from chest CT scans

Hasib Zunair, Aimon Rahman, Nabeel Mohammed

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

Comments Under review at CLEF 2021. 10 pages

2105.12106 2021-05-26 eess.IV cs.CV 81%

Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation

Mst. Tasnim Pervin, Linmi Tao, Aminul Huq, Zuoxiang He, Li Huo

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

2105.09683 2021-05-21 eess.IV cs.CV 81%

DPN-SENet:A self-attention mechanism neural network for detection and diagnosis of COVID-19 from chest x-ray images

Bo Cheng, Ruhui Xue, Hang Yang, Laili Zhu, Wei Xiang

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

Comments 11 pages, 7 figures

2105.08993 2021-05-20 eess.IV cs.CV 81%

TarGAN: Target-Aware Generative Adversarial Networks for Multi-modality Medical Image Translation

Junxiao Chen, Jia Wei, Rui Li

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

Comments 10 pages, 3 figures. It has been provisionally accepted for MICCAI 2021

2105.08163 2021-05-19 eess.IV cs.LG 81%

Accelerating 3D MULTIPLEX MRI Reconstruction with Deep Learning

Eric Z. Chen, Yongquan Ye, Xiao Chen, Jingyuan Lyu, Zhongqi Zhang, Yichen Hu, Terrence Chen, Jian Xu, Shanhui Sun

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

Comments Presented at ISMRM 2021 as the digital poster

2102.09955 2021-05-19 eess.SP eess.IV physics.med-ph 81%

Joint multi-field T$_1$ quantification for fast field-cycling MRI

Markus Bödenler, Oliver Maier, Rudolf Stollberger, Lionel M. Broche, P. James Ross, Mary-Joan MacLeod, Hermann Scharfetter

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

Comments 25 pages + 9 supporting information, 8 figures and 2 tables in main text, 5 supporting figures; accepted in MRM; Markus Bödenler and Oliver Maier are equally contributing first authors

2103.08491 2021-05-18 cs.CV eess.IV 81%

Uncertainty-Based Biological Age Estimation of Brain MRI Scans

Karim Armanious, Sherif Abdulatif, Wenbin Shi, Tobias Hepp, Sergios Gatidis, Bin Yang

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

Comments Accepted in ICASSP 2021. 5 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:2009.10765

1. 医学影像 22681 篇

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

SOUP-GAN: Super-Resolution MRI Using Generative Adversarial Networks

Tips and Tricks to Improve CNN-based Chest X-ray Diagnosis: A Survey

AAPM DL-Sparse-View CT Challenge Submission Report: Designing an Iterative Network for Fanbeam-CT with Unknown Geometry

Evolving Deep Convolutional Neural Network by Hybrid Sine-Cosine and Extreme Learning Machine for Real-time COVID19 Diagnosis from X-Ray Images

ViPTT-Net: Video pretraining of spatio-temporal model for tuberculosis type classification from chest CT scans

Adversarial Attack Driven Data Augmentation for Accurate And Robust Medical Image Segmentation

DPN-SENet:A self-attention mechanism neural network for detection and diagnosis of COVID-19 from chest x-ray images

TarGAN: Target-Aware Generative Adversarial Networks for Multi-modality Medical Image Translation

Accelerating 3D MULTIPLEX MRI Reconstruction with Deep Learning

Joint multi-field T$_1$ quantification for fast field-cycling MRI

Uncertainty-Based Biological Age Estimation of Brain MRI Scans