A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises

2 August 2020

S. Kevin Zhou

H. Greenspan

Christos Davatzikos

James S. Duncan

Bram van Ginneken

Papers citing "A review of deep learning in medical imaging: Imaging traits, technology trends, case studies with progress highlights, and future promises"

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Title
DeltaNet:Conditional Medical Report Generation for COVID-19 Diagnosis Xian Wu Shuxin Yang Zhaopeng Qiu Shen Ge Yangtian Yan Xingwang Wu Yefeng Zheng S. Kevin Zhou Li Xiao MedIm 15 20 0 12 Nov 2022
RGMIM: Region-Guided Masked Image Modeling for Learning Meaningful Representation from X-Ray Images Guang Li Ren Togo Takahiro Ogawa Miki Haseyama 10 0 0 01 Nov 2022
ConvTransSeg: A Multi-resolution Convolution-Transformer Network for Medical Image Segmentation Zhendi Gong Andrew P. French Guoping Qiu Xin Chen ViT MedIm 19 6 0 13 Oct 2022
Probabilistic Integration of Object Level Annotations in Chest X-ray Classification Tom van Sonsbeek Xiantong Zhen Dwarikanath Mahapatra M. Worring 16 12 0 13 Oct 2022
DA-VSR: Domain Adaptable Volumetric Super-Resolution For Medical Images Cheng-Fang Peng S. Kevin Zhou Ramalingam Chellappa OOD 53 7 0 11 Oct 2022
Dual-distribution discrepancy with self-supervised refinement for anomaly detection in medical images Yu Cai Hao Chen Xin Yang Yu Zhou Kwang-Ting Cheng 18 45 0 09 Oct 2022
Making Your First Choice: To Address Cold Start Problem in Vision Active Learning Liangyu Chen Yutong Bai Siyu Huang Yongyi Lu B. Wen Alan Yuille Zongwei Zhou 11 23 0 05 Oct 2022
Colonoscopy Landmark Detection using Vision Transformers Aniruddha Tamhane Tseéla Mida Erez Posner Moshe Bouhnik ViT MedIm 47 5 0 22 Sep 2022
Robust Information Bottleneck for Task-Oriented Communication with Digital Modulation Songjie Xie Shuaijie Ma Ming Ding Yuanming Shi Ming-Fu Tang Youlong Wu 28 70 0 21 Sep 2022
HiFuse: Hierarchical Multi-Scale Feature Fusion Network for Medical Image Classification Xiangzuo Huo Gang Sun Sheng Tian Yan Wang Long Yu Jun Long Wendong Zhang Aolun Li 18 99 0 21 Sep 2022
Generalisability of fetal ultrasound deep learning models to low-resource imaging settings in five African countries Carla Sendra-Balcells Víctor M. Campello J. Torrents-Barrena Yahya Ali Ahmed Mustafa Elattar ... E. Bonet E. Eixarch K. Mikolaj M. Tolsgaard Karim Lekadir 18 25 0 20 Sep 2022
Medical Image Segmentation using LeViT-UNet++: A Case Study on GI Tract Data Praneeth Nemani Satyanarayana Vollala ViT MedIm 11 15 0 15 Sep 2022
Artifact-Tolerant Clustering-Guided Contrastive Embedding Learning for Ophthalmic Images Mingzhi Shi Anagha Lokhande Mojtaba Sedigh Fazli Vishal Sharma Yu Tian ... Michael V. Boland Nazlee Zebardast D. Friedman Lucy Q. Shen Mengyu Wang MedIm 15 1 0 02 Sep 2022
Long-Tailed Classification of Thorax Diseases on Chest X-Ray: A New Benchmark Study G. Holste Song Wang Ziyu Jiang Thomas C. Shen George Shih Ronald M. Summers Yifan Peng Zhangyang Wang LM&MA 24 37 0 29 Aug 2022
Distributional Gaussian Processes Layers for Out-of-Distribution Detection S. Popescu D. Sharp James H. Cole Konstantinos Kamnitsas Ben Glocker OOD 17 0 0 27 Jun 2022
Influence of uncertainty estimation techniques on false-positive reduction in liver lesion detection Ishaan Bhat J. Pluim M. Viergever Hugo J. Kuijf MedIm 13 4 0 22 Jun 2022
Applications of Generative Adversarial Networks in Neuroimaging and Clinical Neuroscience Rongguang Wang V. Bashyam Zhijian Yang Fanyang Yu Vasiliki Tassopoulou ... Dushyant Sahoo K. Nikita Ahmed Abdulkadir J. Wen Christos Davatzikos GAN MedIm AI4CE 20 45 0 14 Jun 2022
RPLHR-CT Dataset and Transformer Baseline for Volumetric Super-Resolution from CT Scans Pengxin Yu Haoyue Zhang Han Kang Wen Tang C. Arnold Rongguo Zhang ViT OOD MedIm 20 17 0 13 Jun 2022
A Functional Information Perspective on Model Interpretation Itai Gat Nitay Calderon Roi Reichart Tamir Hazan AAML FAtt 28 6 0 12 Jun 2022
Incremental Learning Meets Transfer Learning: Application to Multi-site Prostate MRI Segmentation Chenyu You Jinlin Xiang Kun Su Xiaoran Zhang Siyuan Dong J. Onofrey Lawrence H. Staib James S. Duncan CLL 20 51 0 03 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 16 19 0 02 Jun 2022
Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance? Christoph Koller Goran Kauermann Xiao Xiang Zhu UQCV 11 6 0 30 May 2022
Robust and Efficient Medical Imaging with Self-Supervision Shekoofeh Azizi Laura J. Culp Jan Freyberg Basil Mustafa Sebastien Baur ... Geoffrey E. Hinton N. Houlsby Alan Karthikesalingam Mohammad Norouzi Vivek Natarajan OOD 63 58 0 19 May 2022
Vision Transformers in Medical Computer Vision -- A Contemplative Retrospection Arshi Parvaiz Muhammad Anwaar Khalid Rukhsana Zafar Huma Ameer M. Ali M. Fraz MedIm 9 59 0 29 Mar 2022
Is it all a cluster game? -- Exploring Out-of-Distribution Detection based on Clustering in the Embedding Space Poulami Sinhamahapatra Rajat Koner Karsten Roscher Stephan Günnemann OODD 9 5 0 16 Mar 2022
SATr: Slice Attention with Transformer for Universal Lesion Detection Hantao Li Long Chen H. Han S. Kevin Zhou ViT MedIm 25 25 0 13 Mar 2022
DATR: Domain-adaptive transformer for multi-domain landmark detection Heqin Zhu Qingsong Yao S. Kevin Zhou ViT MedIm 17 11 0 12 Mar 2022
Unsupervised Image Registration Towards Enhancing Performance and Explainability in Cardiac And Brain Image Analysis Chengjia Wang Guang Yang G. Papanastasiou 9 5 0 07 Mar 2022
Undersampled MRI Reconstruction with Side Information-Guided Normalisation Xinwen Liu Jing Wang Cheng-Fang Peng Shekhar S. Chandra Feng Liu S. Kevin Zhou OOD 17 6 0 07 Mar 2022
Rib Suppression in Digital Chest Tomosynthesis Yihua Sun Qingsong Yao Y. Lyu Jianji Wang Yi Xiao H. Liao S. Kevin Zhou 23 1 0 05 Mar 2022
3D endoscopic depth estimation using 3D surface-aware constraints Shang Zhao Ce Wang Qiyuan Wang Yanzhe Liu S. Kevin Zhou 14 1 0 04 Mar 2022
MixCL: Pixel label matters to contrastive learning Jun Li Quan Quan S. Kevin Zhou SSL 16 1 0 04 Mar 2022
Learning Incrementally to Segment Multiple Organs in a CT Image Peng Liu Xia Wang Mengsi Fan Hongli Pan Minmin Yin ... Xiaoying Zhao Li Xiao Liangjing Ding Xingwang Wu S. Kevin Zhou CLL 16 22 0 04 Mar 2022
Universal Segmentation of 33 Anatomies Peng Liu Yang Deng Ce Wang Yuan Hui Qian Li ... You Hao Honghu Xiao Chunpeng Zhao Xin Wu S. Kevin Zhou 13 9 0 04 Mar 2022
Relative distance matters for one-shot landmark detection Qingsong Yao Jianji Wang Yihua Sun Quan Quan Heqin Zhu S. Kevin Zhou 8 6 0 03 Mar 2022
Translational Lung Imaging Analysis Through Disentangled Representations P. M. Gordaliza J. J. Vaquero A. Muñoz-Barrutia MedIm 11 3 0 03 Mar 2022
Neural Score Matching for High-Dimensional Causal Inference Oscar Clivio Fabian Falck B. Lehmann George Deligiannidis Chris Holmes CML 20 8 0 01 Mar 2022
Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis S. Primakov E. Lavrova Zohaib Salahuddin Henry C. Woodruff Philippe Lambin LM&MA MedIm 4 8 0 28 Feb 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat F. Khan H. Fu ViT LM&MA MedIm 106 660 0 24 Jan 2022
Radiology Report Generation with a Learned Knowledge Base and Multi-modal Alignment Shuxin Yang Xian Wu Shen Ge S.Kevin Zhou Li Xiao MedIm 25 90 0 30 Dec 2021
Knowledge Matters: Radiology Report Generation with General and Specific Knowledge Shuxin Yang Xian Wu Shen Ge S.Kevin Zhou Li Xiao MedIm 17 109 0 30 Dec 2021
Which images to label for few-shot medical landmark detection? Quan Quan Qingsong Yao Jun Li S. Kevin Zhou 24 24 0 07 Dec 2021
Why Calibration Error is Wrong Given Model Uncertainty: Using Posterior Predictive Checks with Deep Learning Achintya Gopal UQCV 17 1 0 02 Dec 2021
Edge Artificial Intelligence for 6G: Vision, Enabling Technologies, and Applications Khaled B. Letaief Yuanming Shi Jianmin Lu Jianhua Lu 26 414 0 24 Nov 2021
Medical Aegis: Robust adversarial protectors for medical images Qingsong Yao Zecheng He S. Kevin Zhou AAML MedIm 11 2 0 22 Nov 2021
DuDoTrans: Dual-Domain Transformer Provides More Attention for Sinogram Restoration in Sparse-View CT Reconstruction Ce Wang Kun Shang Haimiao Zhang Qian Li Yuan Hui S. Kevin Zhou ViT MedIm 8 26 0 21 Nov 2021
T-AutoML: Automated Machine Learning for Lesion Segmentation using Transformers in 3D Medical Imaging Dong Yang Andriy Myronenko Xiaosong Wang Ziyue Xu H. Roth Daguang Xu ViT MedIm 3DV 18 22 0 15 Nov 2021
Federated Split Vision Transformer for COVID-19 CXR Diagnosis using Task-Agnostic Training Sangjoon Park Gwanghyun Kim Jeongsol Kim Boah Kim Jong Chul Ye ViT FedML MedIm 20 30 0 02 Nov 2021
An Optimization-Based Meta-Learning Model for MRI Reconstruction with Diverse Dataset Wanyu Bian Yunmei Chen X. Ye Qingchao Zhang 28 25 0 02 Oct 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 32 173 0 17 Sep 2021