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"

32 / 182 papers shown

Title
Unsupervised Local Discrimination for Medical Images Huai Chen Renzhen Wang Xiuying Wang Jieyu Li Qu Fang Hui Li Jianhao Bai Qing Peng Deyu Meng Lisheng Wang SSL 11 7 0 21 Aug 2021
Medical Image Segmentation with 3D Convolutional Neural Networks: A Survey S. Niyas S. Pawan Anand Kumar Jeny Rajan MedIm 33 83 0 19 Aug 2021
Deep Learning-based Biological Anatomical Landmark Detection in Colonoscopy Videos Kaiwei Che Chengwei Ye Yibing Yao Nachuan Ma Ruo Zhang Jiankun Wang M. Meng MedIm 8 3 0 06 Aug 2021
Shallow Attention Network for Polyp Segmentation JunChao Wei Yiwen Hu Ruimao Zhang Zhen Li S.Kevin Zhou Shuguang Cui 14 259 0 02 Aug 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 17 42 0 20 Jul 2021
Cats, not CAT scans: a study of dataset similarity in transfer learning for 2D medical image classification Irma van den Brandt F. Fok B. Mulders Joaquin Vanschoren V. Cheplygina 11 4 0 13 Jul 2021
Federated Learning for Multi-Center Imaging Diagnostics: A Study in Cardiovascular Disease Akis Linardos Kaisar Kushibar S. Walsh P. Gkontra Karim Lekadir FedML 13 61 0 07 Jul 2021
GAN-based Data Augmentation for Chest X-ray Classification Shobhita Sundaram Neha Hulkund MedIm 17 35 0 07 Jul 2021
Chromatic and spatial analysis of one-pixel attacks against an image classifier Janne Alatalo Joni Korpihalkola T. Sipola T. Kokkonen AAML 9 2 0 28 May 2021
Distributional Gaussian Process Layers for Outlier Detection in Image Segmentation S. Popescu D. Sharp James H. Cole Konstantinos Kamnitsas Ben Glocker 12 5 0 28 Apr 2021
Multiple Sclerosis Lesion Analysis in Brain Magnetic Resonance Images: Techniques and Clinical Applications Yang Ma Chaoyi Zhang Mariano Cabezas Yang Song Zihao Tang Dongnan Liu Weidong (Tom) Cai M. Barnett Chenyu Wang 11 35 0 20 Apr 2021
Anatomy-guided Multimodal Registration by Learning Segmentation without Ground Truth: Application to Intraprocedural CBCT/MR Liver Segmentation and Registration Bo Zhou Z. Augenfeld Julius Chapiro S. Kevin Zhou Chi Liu James S. Duncan 14 47 0 14 Apr 2021
Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions Abhijit Guha Roy Jie Jessie Ren Shekoofeh Azizi Aaron Loh Vivek Natarajan ... Yun-hui Liu taylan. cemgil Alan Karthikesalingam Balaji Lakshminarayanan Jim Winkens 11 103 0 08 Apr 2021
A clinical validation of VinDr-CXR, an AI system for detecting abnormal chest radiographs N. H. Nguyen H. Nguyen N. T. Nguyen T. Nguyen Hieu H. Pham T. N. Nguyen 14 8 0 06 Apr 2021
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD 29 49 0 23 Mar 2021
Improving Generalizability in Limited-Angle CT Reconstruction with Sinogram Extrapolation Ce Wang Haimiao Zhang Qian Li Kun Shang Y. Lyu Bin Dong S. Kevin Zhou 10 12 0 09 Mar 2021
Universal Undersampled MRI Reconstruction Xinwen Liu Jing Wang Feng Liu S.Kevin Zhou OOD 17 24 0 09 Mar 2021
U-DuDoNet: Unpaired dual-domain network for CT metal artifact reduction Y. Lyu Jiajun Fu Cheng-Fang Peng S. Kevin Zhou 19 19 0 08 Mar 2021
Incremental Learning for Multi-organ Segmentation with Partially Labeled Datasets Pengbo Liu Li Xiao S. Kevin Zhou CLL 8 12 0 08 Mar 2021
Deep reinforcement learning in medical imaging: A literature review S. Kevin Zhou Hoang Ngan Le Khoa Luu Hien V Nguyen N. Ayache LM&MA OffRL MedIm 8 146 0 05 Mar 2021
Medical Image Segmentation with Limited Supervision: A Review of Deep Network Models Jialin Peng Ye Wang VLM 14 58 0 28 Feb 2021
A Hierarchical Feature Constraint to Camouflage Medical Adversarial Attacks Qingsong Yao Zecheng He Yi Lin Kai Ma Yefeng Zheng S. Kevin Zhou AAML MedIm 20 16 0 17 Dec 2020
Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery Mahmut Yurt Muzaffer Özbey S. Dar Berk Tınaz K. Oguz Tolga Çukur MedIm 25 29 0 27 Nov 2020
AbdomenCT-1K: Is Abdominal Organ Segmentation A Solved Problem? Jun Ma Yao Zhang Song Gu Cheng Zhu Cheng Ge ... Shangqing Liu Yunpeng Wang Yuhui Li Jian He Xiaoping Yang SSeg OOD 14 324 0 28 Oct 2020
Evaluating the Clinical Realism of Synthetic Chest X-Rays Generated Using Progressively Growing GANs Bradley Max Segal D. Rubin G. Rubin Adam Pantanowitz MedIm 17 36 0 07 Oct 2020
Learning from Multiple Datasets with Heterogeneous and Partial Labels for Universal Lesion Detection in CT K. Yan Jinzheng Cai Youjing Zheng Adam P. Harrison D. Jin Youbao Tang Yuxing Tang Lingyun Huang Jing Xiao Le Lu 26 84 0 05 Sep 2020
MetaInv-Net: Meta Inversion Network for Sparse View CT Image Reconstruction Haimiao Zhang Baodong Liu Hengyong Yu Bin Dong 6 58 0 30 May 2020
Synthetic Observational Health Data with GANs: from slow adoption to a boom in medical research and ultimately digital twins? Jeremy Georges-Filteau Elisa Cirillo SyDa AI4CE 22 17 0 27 May 2020
Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences C. Qin Wenjia Bai Jo Schlemper S. Petersen Stefan K. Piechnik S. Neubauer Daniel Rueckert MedIm 51 156 0 11 Jun 2018
DeepNAT: Deep Convolutional Neural Network for Segmenting Neuroanatomy Christian Wachinger M. Reuter T. Klein 3DV 23 330 0 27 Feb 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 278 10,599 0 19 Feb 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,109 0 06 Jun 2015