医学 AI - arXivDaily 专题

2303.16904 2023-04-03 eess.IV cs.CV cs.LG 82%

Severity classification of ground-glass opacity via 2-D convolutional neural network and lung CT scans: a 3-day exploration

Lisa Y. W. Tang

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

2204.08467 2023-03-30 eess.IV cs.AI cs.CV cs.LG 82%

IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation

Meirui Jiang, Hongzheng Yang, Chen Cheng, Qi Dou

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

Comments Accepted by IEEE TMI special issue on federated learning for medical imaging

2303.07150 2023-03-24 eess.IV cs.CV cs.LG 82%

Multi PILOT: Learned Feasible Multiple Acquisition Trajectories for Dynamic MRI

Tamir Shor, Tomer Weiss, Dor Noti, Alex Bronstein

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

Comments Accepted For MIDL 2023

2303.12735 2023-03-23 eess.IV cs.CV cs.LG physics.med-ph 82%

SMUG: Towards robust MRI reconstruction by smoothed unrolling

Hui Li, Jinghan Jia, Shijun Liang, Yuguang Yao, Saiprasad Ravishankar, Sijia Liu

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

Comments Accepted by ICASSP 2023

2303.12148 2023-03-23 eess.IV cs.CV cs.LG 82%

Neural Pre-Processing: A Learning Framework for End-to-end Brain MRI Pre-processing

Xinzi He, Alan Wang, Mert R. Sabuncu

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

Comments 8

2212.13715 2023-03-22 eess.IV cs.CV cs.LG 82%

MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images

Shuihua Wang, Ahmed M. S. E. K Abdelaty, Kelly Parke, J Ranjit Arnold, Gerry P McCann, Ivan Y Tyukin

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

2303.11130 2023-03-21 eess.IV cs.CV cs.LG 82%

Deep learning automated quantification of lung disease in pulmonary hypertension on CT pulmonary angiography: A preliminary clinical study with external validation

Michael J. Sharkey, Krit Dwivedi, Samer Alabed, Andrew J. Swift

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

Comments 16 pages, 3 figures, 2 tables

2203.08213 2023-03-20 eess.IV cs.CV cs.LG 82%

HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction

Zalan Fabian, Berk Tinaz, Mahdi Soltanolkotabi

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

Comments 18 pages, 11 figures, NeurIPS 2022

2206.02307 2023-03-14 cs.CV cs.AI cs.LG eess.IV 82%

Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation

Chenyu You, Weicheng Dai, Yifei Min, Lawrence Staib, James S. Duncan

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

Comments Accepted at Information Processing in Medical Imaging (IPMI 2023)

2303.05696 2023-03-13 eess.IV cs.CV cs.LG 82%

Explainable Semantic Medical Image Segmentation with Style

Wei Dai, Siyu Liu, Craig B. Engstrom, Shekhar S. Chandra

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

2303.05026 2023-03-10 cs.CV cs.LG eess.IV 82%

SSL^2: Self-Supervised Learning meets Semi-Supervised Learning: Multiple Sclerosis Segmentation in 7T-MRI from large-scale 3T-MRI

Jiacheng Wang, Hao Li, Han Liu, Dewei Hu, Daiwei Lu, Keejin Yoon, Kelsey Barter, Francesca Bagnato, Ipek Oguz

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

Comments Accepted at the International Society for Optics and Photonics - Medical Imaging (SPIE-MI) 2023

2303.00111 2023-03-09 eess.IV cs.AI cs.CV cs.LG 82%

PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification

Mevan Ekanayake, Kamlesh Pawar, Gary Egan, Zhaolin Chen

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

Comments 19 pages, 7 figures, 1 table

2207.01623 2023-03-08 eess.IV cs.CV cs.LG 82%

Slice-by-slice deep learning aided oropharyngeal cancer segmentation with adaptive thresholding for spatial uncertainty on FDG PET and CT images

Alessia De Biase, Nanna Maria Sijtsema, Lisanne van Dijk, Johannes A. Langendijk, Peter van Ooijen

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

2112.02889 2023-03-08 cs.CV cs.CL cs.LG eess.IV 82%

Joint Learning of Localized Representations from Medical Images and Reports

Philip Müller, Georgios Kaissis, Congyu Zou, Daniel Rueckert

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

Comments Accepted at ECCV 2022

Journal ref Computer Vision - ECCV 2022, pp. 685-701

2302.10309 2023-02-22 eess.IV cs.CV cs.LG 82%

Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRI

Zhifan Gao, Yifeng Guo, Jiajing Zhang, Tieyong Zeng, Guang Yang

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

Comments 15 pages, 13 figures, IEEE TMI

2206.00850 2023-02-20 eess.IV cs.CV cs.LG 82%

Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT$^2$LR-Net)

Yinghao Zhang, Peng Li, Yue Hu

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

Comments 4 pages, 2 figures, 1 tabel, accepted by IEEE ISBI 2023 Conference

2302.07203 2023-02-15 eess.IV cs.CV cs.SD eess.AS eess.SP 82%

Synthesizing audio from tongue motion during speech using tagged MRI via transformer

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

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

Comments SPIE Medical Imaging: Deep Dive Oral

2207.10167 2023-02-10 eess.IV cs.CV cs.LG physics.med-ph 82%

Liver Segmentation using Turbolift Learning for CT and Cone-beam C-arm Perfusion Imaging

Hana Haseljić, Soumick Chatterjee, Robert Frysch, Vojtěch Kulvait, Vladimir Semshchikov, Bennet Hensen, Frank Wacker, Inga Brüsch, Thomas Werncke, Oliver Speck, Andreas Nürnberger, Georg Rose

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

Journal ref Computers in Biology and Medicine (2023) 106539

2302.02849 2023-02-07 eess.IV cs.AI cs.CV cs.LG 82%

An Unsupervised Framework for Joint MRI Super Resolution and Gibbs Artifact Removal

Yikang Liu, Eric Z. Chen, Xiao Chen, Terrence Chen, Shanhui Sun

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

Comments Accepted by the 28th biennial international conference on Information Processing in Medical Imaging (IPMI 2023)

2301.13674 2023-02-01 eess.IV cs.CV cs.LG 82%

Improved distinct bone segmentation in upper-body CT through multi-resolution networks

Eva Schnider, Julia Wolleb, Antal Huck, Mireille Toranelli, Georg Rauter, Magdalena Müller-Gerbl, Philippe C. Cattin

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

Comments Under submission

2212.12986 2022-12-27 eess.IV cs.CV cs.LG 82%

Application of Unsupervised Domain Adaptation for Structural MRI Analysis

Pranath Reddy

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

2109.01831 2022-12-26 quant-ph 82%

Medical image classification via quantum neural networks

Natansh Mathur, Jonas Landman, Yun Yvonna Li, Martin Strahm, Skander Kazdaghli, Anupam Prakash, Iordanis Kerenidis

专题命中医学影像：medical image(title,abstract)；diagnosis(abstract)

2212.11113 2022-12-22 eess.IV cs.CV cs.LG 82%

Nervus: A Comprehensive Deep Learning Classification, Regression, and Prognostication Tool for both Medical Image and Clinical Data Analysis

Toshimasa Matsumoto, Shannon L Walston, Yukio Miki, Daiju Ueda

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

2207.08412 2022-12-22 eess.IV cs.AI cs.CV cs.LG 82%

Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction

Mevan Ekanayake, Kamlesh Pawar, Mehrtash Harandi, Gary Egan, Zhaolin Chen

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

2212.09564 2022-12-20 physics.med-ph 82%

Resection cavity auto-contouring for patients with pediatric medulloblastoma using only CT information

Soleil Hernandez, Callistus Nguyen, Skylar Gay, Jack Duryea, Rebecca Howell, David Fuentes, Jeannette Parkes, Hester Burger, Carlos Cardenas, Arnold C. Paulino, Julianne Pollard-Larkin, Laurence Court

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

Comments 14 pages, 6 figures

Journal ref Journal of Applied Clinical Medical Physics 2022

2212.07651 2022-12-16 eess.IV cs.CV cs.LG 82%

Two-stage Contextual Transformer-based Convolutional Neural Network for Airway Extraction from CT Images

Yanan Wu, Shuiqing Zhao, Shouliang Qi, Jie Feng, Haowen Pang, Runsheng Chang, Long Bai, Mengqi Li, Shuyue Xia, Wei Qian, Hongliang Ren

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

2201.10737 2022-12-16 cs.CV cs.AI cs.LG eess.IV 82%

Class-Aware Adversarial Transformers for Medical Image Segmentation

Chenyu You, Ruihan Zhao, Fenglin Liu, Siyuan Dong, Sandeep Chinchali, Ufuk Topcu, Lawrence Staib, James S. Duncan

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

2212.03176 2022-12-07 eess.IV cs.CV cs.LG 82%

Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey

Gita Sarafraz, Armin Behnamnia, Mehran Hosseinzadeh, Ali Balapour, Amin Meghrazi, Hamid R. Rabiee

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

Comments 41 pages, 8 figures

2004.06569 2022-12-06 cs.CV cs.LG eess.IV stat.ML 82%

Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks

Davood Karimi, Ali Gholipour

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

2208.12835 2022-12-01 eess.IV cs.CV cs.LG 82%

A Path Towards Clinical Adaptation of Accelerated MRI

Michael S. Yao, Michael S. Hansen

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

Comments Accepted to ML4H 2022

Journal ref In Proceedings of the 2nd Machine Learning for Health Symposium 193:489-511, 2022

1. 医学影像 22681 篇

Severity classification of ground-glass opacity via 2-D convolutional neural network and lung CT scans: a 3-day exploration

IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation

Multi PILOT: Learned Feasible Multiple Acquisition Trajectories for Dynamic MRI

SMUG: Towards robust MRI reconstruction by smoothed unrolling

Neural Pre-Processing: A Learning Framework for End-to-end Brain MRI Pre-processing

MyI-Net: Fully Automatic Detection and Quantification of Myocardial Infarction from Cardiovascular MRI Images

Deep learning automated quantification of lung disease in pulmonary hypertension on CT pulmonary angiography: A preliminary clinical study with external validation

HUMUS-Net: Hybrid unrolled multi-scale network architecture for accelerated MRI reconstruction

Bootstrapping Semi-supervised Medical Image Segmentation with Anatomical-aware Contrastive Distillation

Explainable Semantic Medical Image Segmentation with Style

SSL^2: Self-Supervised Learning meets Semi-Supervised Learning: Multiple Sclerosis Segmentation in 7T-MRI from large-scale 3T-MRI

PixCUE: Joint Uncertainty Estimation and Image Reconstruction in MRI using Deep Pixel Classification

Slice-by-slice deep learning aided oropharyngeal cancer segmentation with adaptive thresholding for spatial uncertainty on FDG PET and CT images

Joint Learning of Localized Representations from Medical Images and Reports

Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRI

Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT$^2$LR-Net)

Synthesizing audio from tongue motion during speech using tagged MRI via transformer

Liver Segmentation using Turbolift Learning for CT and Cone-beam C-arm Perfusion Imaging

An Unsupervised Framework for Joint MRI Super Resolution and Gibbs Artifact Removal

Improved distinct bone segmentation in upper-body CT through multi-resolution networks

Application of Unsupervised Domain Adaptation for Structural MRI Analysis

Medical image classification via quantum neural networks

Nervus: A Comprehensive Deep Learning Classification, Regression, and Prognostication Tool for both Medical Image and Clinical Data Analysis

Multi-branch Cascaded Swin Transformers with Attention to k-space Sampling Pattern for Accelerated MRI Reconstruction

Resection cavity auto-contouring for patients with pediatric medulloblastoma using only CT information

Two-stage Contextual Transformer-based Convolutional Neural Network for Airway Extraction from CT Images

Class-Aware Adversarial Transformers for Medical Image Segmentation

Domain Adaptation and Generalization on Functional Medical Images: A Systematic Survey

Improving Calibration and Out-of-Distribution Detection in Medical Image Segmentation with Convolutional Neural Networks

A Path Towards Clinical Adaptation of Accelerated MRI