医学 AI - arXivDaily 专题

2205.08106 2022-05-18 eess.IV cs.CV cs.LG 85%

Computerized Tomography Pulmonary Angiography Image Simulation using Cycle Generative Adversarial Network from Chest CT imaging in Pulmonary Embolism Patients

Chia-Hung Yang, Yun-Chien Cheng, Chin Kuo

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

Comments 23 pages, 14 figures, 6 tables

2205.07236 2022-05-17 eess.IV cs.CV cs.LG 85%

Combating COVID-19 using Generative Adversarial Networks and Artificial Intelligence for Medical Images: A Scoping Review

Hazrat Ali, Zubair Shah

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

Journal ref JMIR Medical Informatics, 2022

2108.08467 2022-04-29 eess.IV cs.CV cs.LG 85%

Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey

S Niyas, S J Pawan, M Anand Kumar, Jeny Rajan

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

Comments 17 pages, 4 figures

2111.10610 2022-04-15 eess.IV cs.CV cs.LG 85%

Constrained Deep One-Class Feature Learning For Classifying Imbalanced Medical Images

Long Gao, Chang Liu, Dooman Arefan, Ashok Panigrahy, Shandong Wu

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

Comments Corrected inaccurate information in affiliation and acknowledgment

2203.02533 2022-03-22 eess.IV cs.AI cs.CV cs.LG 85%

BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation

Wenqiao Zhang, Lei Zhu, James Hallinan, Andrew Makmur, Shengyu Zhang, Qingpeng Cai, Beng Chin Ooi

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

Comments 11 pages

Journal ref CVPR 2022

2203.02100 2022-03-07 eess.IV cs.CV cs.LG 85%

Learning Incrementally to Segment Multiple Organs in a CT Image

Pengbo Liu, Xia Wang, Mengsi Fan, Hongli Pan, Minmin Yin, Xiaohong Zhu, Dandan Du, Xiaoying Zhao, Li Xiao, Lian Ding, Xingwang Wu, S. Kevin Zhou

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

Comments arXiv admin note: text overlap with arXiv:2103.04526

2203.01934 2022-03-07 eess.IV cs.AI cs.CV cs.LG 85%

Quality or Quantity: Toward a Unified Approach for Multi-organ Segmentation in Body CT

Fakrul Islam Tushar, Husam Nujaim, Wanyi Fu, Ehsan Abadi, Maciej A. Mazurowski, Ehsan Samei, William P. Segars, Joseph Y. Lo

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

Comments 6 pages, 3 figures, 2 tables, Accepted and Presented at SPIE Medical Imaging 2022

2202.06142 2022-02-15 eess.IV cs.CV cs.LG 85%

Multi-task Deep Learning for Cerebrovascular Disease Classification and MRI-to-PET Translation

Ramy Hussein, Moss Zhao, David Shin, Jia Guo, Kevin T. Chen, Rui D. Armindo, Guido Davidzon, Michael Moseley, Greg Zaharchuk

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

Comments 7 pages, 6 figures

2201.04416 2022-01-28 eess.IV cs.CV cs.LG 85%

Optimizing Prediction of MGMT Promoter Methylation from MRI Scans using Adversarial Learning

Sauman Das

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

2201.09314 2022-01-25 eess.IV cs.CV cs.LG 85%

Perceptual cGAN for MRI Super-resolution

Sahar Almahfouz Nasser, Saqib Shamsi, Valay Bundele, Bhavesh Garg, Amit Sethi

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

2201.03053 2022-01-11 eess.IV cs.CV cs.LG 85%

COVID-19 Infection Segmentation from Chest CT Images Based on Scale Uncertainty

Masahiro Oda, Tong Zheng, Yuichiro Hayashi, Yoshito Otake, Masahiro Hashimoto, Toshiaki Akashi, Shigeki Aoki, Kensaku Mori

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

Comments Accepted paper as a oral presentation at CILP2021, 10th MICCAI CLIP Workshop

Journal ref DCL 2021, PPML 2021, LL-COVID19 2021, CLIP 2021, Lecture Notes in Computer Science (LNCS) 12969, pp.88-97

2201.01266 2022-01-05 eess.IV cs.CV cs.LG 85%

Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

Ali Hatamizadeh, Vishwesh Nath, Yucheng Tang, Dong Yang, Holger Roth, Daguang Xu

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

Comments 13 pages, 3 figures

2107.11447 2022-01-02 eess.IV cs.CV cs.LG 85%

Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts?

Youssef Skandarani, Pierre-Marc Jodoin, Alain Lalande

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

Journal ref Algorithms 2021, 14(7), 212

2112.13512 2021-12-28 cs.CL 85%

Event-based clinical findings extraction from radiology reports with pre-trained language model

Wilson Lau, Kevin Lybarger, Martin L. Gunn, Meliha Yetisgen

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

2110.12827 2021-12-24 eess.IV cs.CV cs.LG 85%

Novel coronavirus pneumonia lesion segmentation in CT images

Yuanyuan Peng, Zixu Zhang, Hongbin Tu, Xiong Li

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

2104.11416 2021-12-22 eess.IV cs.CV cs.LG 85%

Predicting Distant Metastases in Soft-Tissue Sarcomas from PET-CT scans using Constrained Hierarchical Multi-Modality Feature Learning

Yige Peng, Lei Bi, Ashnil Kumar, Michael Fulham, Dagan Feng, Jinman Kim

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

Comments Under Review

2112.05758 2021-12-14 eess.IV cs.AI cs.CV cs.LG 85%

Edge-Enhanced Dual Discriminator Generative Adversarial Network for Fast MRI with Parallel Imaging Using Multi-view Information

Jiahao Huang, Weiping Ding, Jun Lv, Jingwen Yang, Hao Dong, Javier Del Ser, Jun Xia, Tiaojuan Ren, Stephen Wong, Guang Yang

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

Comments 33 pages, 13 figures, Applied Intelligence

2112.04984 2021-12-10 eess.IV cs.CV cs.LG 85%

Robust Weakly Supervised Learning for COVID-19 Recognition Using Multi-Center CT Images

Qinghao Ye, Yuan Gao, Weiping Ding, Zhangming Niu, Chengjia Wang, Yinghui Jiang, Minhao Wang, Evandro Fei Fang, Wade Menpes-Smith, Jun Xia, Guang Yang

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

Comments 32 pages, 8 figures, Applied Soft Computing

2112.03678 2021-12-08 cs.CR cs.CV cs.CY cs.LG eess.IV physics.med-ph 85%

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? -- A Case Study using Dual Energy CT Data

Andreas Maier, Seung Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani

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

Comments 6 pages, 2 figures, 1 table, accepted on BVM 2022

2111.08711 2021-11-18 eess.IV cs.CV cs.LG 85%

Two-step adversarial debiasing with partial learning -- medical image case-studies

Ramon Correa, Jiwoong Jason Jeong, Bhavik Patel, Hari Trivedi, Judy W. Gichoya, Imon Banerjee

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

2012.04885 2021-11-17 eess.IV cs.CV cs.LG 85%

Annotation-efficient deep learning for automatic medical image segmentation

Shanshan Wang, Cheng Li, Rongpin Wang, Zaiyi Liu, Meiyun Wang, Hongna Tan, Yaping Wu, Xinfeng Liu, Hui Sun, Rui Yang, Xin Liu, Jie Chen, Huihui Zhou, Ismail Ben Ayed, Hairong Zheng

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

2111.02398 2021-11-05 eess.IV cs.AI cs.CV cs.LG 85%

Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods

Zohaib Salahuddin, Henry C Woodruff, Avishek Chatterjee, Philippe Lambin

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

2109.14288 2021-10-04 cs.LG cs.CV eess.IV 85%

Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout

Yamen Ali, Aiham Taleb, Marina M. -C. Höhne, Christoph Lippert

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

2007.14846 2021-10-01 eess.IV cs.CV cs.LG 85%

An Uncertainty-aware Transfer Learning-based Framework for Covid-19 Diagnosis

Afshar Shamsi Jokandan, Hamzeh Asgharnezhad, Shirin Shamsi Jokandan, Abbas Khosravi, Parham M. Kebria, Darius Nahavandi, Saeid Nahavandi, Dipti Srinivasan

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

Comments 9 pages, 9 figures, 3 tables

2109.13483 2021-09-29 eess.IV cs.CV cs.LG physics.med-ph 85%

Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

Lequan Yu, Zhicheng Zhang, Xiaomeng Li, Hongyi Ren, Wei Zhao, Lei Xing

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

Comments Accepted by PMB

2109.11524 2021-09-24 cs.CV cs.LG eess.IV physics.med-ph 85%

End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction

Ruiyang Zhao, Yuxin Zhang, Burhaneddin Yaman, Matthew P. Lungren, Michael S. Hansen

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

2010.07002 2021-09-24 eess.IV cs.CV cs.LG 85%

Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture

David Bouget, André Pedersen, Sayied Abdol Mohieb Hosainey, Johanna Vanel, Ole Solheim, Ingerid Reinertsen

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

Comments 15 pages, 7 figures, submitted to SPIE journal of Medical Imaging

Journal ref J. of Medical Imaging, 8(2), 024002 (2021)

2109.01668 2021-09-07 eess.IV cs.CV cs.LG 85%

How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?

Antoine Sanner, Camila Gonzalez, Anirban Mukhopadhyay

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

2108.10579 2021-08-25 eess.IV cs.AI cs.LG eess.SP 85%

Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model

Dipti Mishra, Satish Kumar Singh, Rajat Kumar Singh

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

2004.07054 2021-08-04 eess.IV cs.CV cs.LG 85%

JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation

Yu-Huan Wu, Shang-Hua Gao, Jie Mei, Jun Xu, Deng-Ping Fan, Rong-Guo Zhang, Ming-Ming Cheng

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

Comments To appear in IEEE Transactions on Image Processing. Dataset and code are available at https://github.com/yuhuan-wu/JCS

1. 医学影像 22719 篇

Computerized Tomography Pulmonary Angiography Image Simulation using Cycle Generative Adversarial Network from Chest CT imaging in Pulmonary Embolism Patients

Combating COVID-19 using Generative Adversarial Networks and Artificial Intelligence for Medical Images: A Scoping Review

Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey

Constrained Deep One-Class Feature Learning For Classifying Imbalanced Medical Images

BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation

Learning Incrementally to Segment Multiple Organs in a CT Image

Quality or Quantity: Toward a Unified Approach for Multi-organ Segmentation in Body CT

Multi-task Deep Learning for Cerebrovascular Disease Classification and MRI-to-PET Translation

Optimizing Prediction of MGMT Promoter Methylation from MRI Scans using Adversarial Learning

Perceptual cGAN for MRI Super-resolution

COVID-19 Infection Segmentation from Chest CT Images Based on Scale Uncertainty

Swin UNETR: Swin Transformers for Semantic Segmentation of Brain Tumors in MRI Images

Deep Learning Based Cardiac MRI Segmentation: Do We Need Experts?

Event-based clinical findings extraction from radiology reports with pre-trained language model

Novel coronavirus pneumonia lesion segmentation in CT images

Predicting Distant Metastases in Soft-Tissue Sarcomas from PET-CT scans using Constrained Hierarchical Multi-Modality Feature Learning

Edge-Enhanced Dual Discriminator Generative Adversarial Network for Fast MRI with Parallel Imaging Using Multi-view Information

Robust Weakly Supervised Learning for COVID-19 Recognition Using Multi-Center CT Images

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? -- A Case Study using Dual Energy CT Data

Two-step adversarial debiasing with partial learning -- medical image case-studies

Annotation-efficient deep learning for automatic medical image segmentation

Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods

Self-Supervised Learning for 3D Medical Image Analysis using 3D SimCLR and Monte Carlo Dropout

An Uncertainty-aware Transfer Learning-based Framework for Covid-19 Diagnosis

Metal Artifact Reduction in 2D CT Images with Self-supervised Cross-domain Learning

End-to-End AI-based MRI Reconstruction and Lesion Detection Pipeline for Evaluation of Deep Learning Image Reconstruction

Fast meningioma segmentation in T1-weighted MRI volumes using a lightweight 3D deep learning architecture

How Reliable Are Out-of-Distribution Generalization Methods for Medical Image Segmentation?

Lossy Medical Image Compression using Residual Learning-based Dual Autoencoder Model

JCS: An Explainable COVID-19 Diagnosis System by Joint Classification and Segmentation