Deep Learning for Chest X-ray Analysis: A Survey

15 March 2021

Bram van Ginneken

Papers citing "Deep Learning for Chest X-ray Analysis: A Survey"

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Title
Deep Multi Label Classification in Affine Subspaces T. Kurmann Pablo Márquez-Neila Sebastian Wolf Raphael Sznitman 35 5 0 10 Jul 2019
Automated Detection and Type Classification of Central Venous Catheters in Chest X-Rays Vaishnavi Subramanian Hongzhi Wang Joy T. Wu Ken C. L. Wong Arjun Sharma Tanveer Syeda-Mahmood 44 20 0 02 Jul 2019
Multi-scale GANs for Memory-efficient Generation of High Resolution Medical Images H. Uzunova J. Ehrhardt F. Jacob A. Frydrychowicz Heinz Handels MedIm 56 35 0 02 Jul 2019
FRODO: Free rejection of out-of-distribution samples: application to chest x-ray analysis E. Çallı K. Murphy Ecem Sogancioglu Bram van Ginneken MedIm OOD 52 15 0 02 Jul 2019
Image to Images Translation for Multi-Task Organ Segmentation and Bone Suppression in Chest X-Ray Radiography M. Eslami Solale Tabarestani Shadi Albarqouni Ehsan Adeli Nassir Navab M. Adjouadi MedIm 98 77 0 24 Jun 2019
Boosting the rule-out accuracy of deep disease detection using class weight modifiers Alexandros Karargyris Ken C. L. Wong Joy T. Wu M. Moradi Tanveer Syeda-Mahmood MedIm 31 1 0 21 Jun 2019
Building a Benchmark Dataset and Classifiers for Sentence-Level Findings in AP Chest X-rays Tanveer Syeda-Mahmood Hassan M. Ahmad Nadeem Ansari Yaniv Gur Satyananda Kashyap ... A. Pillai Karthik Sheshadri Weiting Wang Ken C. L. Wong Joy T. Wu 11 2 0 21 Jun 2019
Quantifying and Leveraging Classification Uncertainty for Chest Radiograph Assessment Florin-Cristian Ghesu Bogdan Georgescu Eli Gibson Sebastian Gündel Mannudeep K. Kalra Ramandeep Singh S. Digumarthy Sasa Grbic Dorin Comaniciu UQCV 38 46 0 18 Jun 2019
Vispi: Automatic Visual Perception and Interpretation of Chest X-rays X. Li Rui Cao D. Zhu 38 20 0 12 Jun 2019
Deep Feature Learning from a Hospital-Scale Chest X-ray Dataset with Application to TB Detection on a Small-Scale Dataset Ophir Gozes H. Greenspan LM&MA 34 30 0 03 Jun 2019
Learning Interpretable Features via Adversarially Robust Optimization Ashkan Khakzar Shadi Albarqouni Nassir Navab MedIm FAtt 43 14 0 09 May 2019
Adaptive Image-Feature Learning for Disease Classification Using Inductive Graph Networks Hendrik Burwinkel Anees Kazi G. Vivar Shadi Albarqouni G. Zahnd Nassir Navab Seyed-Ahmad Ahmadi AI4CE 65 15 0 08 May 2019
Caveats in Generating Medical Imaging Labels from Radiology Reports Tobi Olatunji L. Yao Ben Covington Alexander Rhodes Anthony Upton MedIm 35 18 0 06 May 2019
XLSor: A Robust and Accurate Lung Segmentor on Chest X-Rays Using Criss-Cross Attention and Customized Radiorealistic Abnormalities Generation Youbao Tang Yuxing Tang Jing Xiao Ronald M. Summers 56 119 0 19 Apr 2019
Do Lateral Views Help Automated Chest X-ray Predictions? H. Bertrand Mohammad Hashir Joseph Paul Cohen MedIm 59 16 0 17 Apr 2019
Improved Inference via Deep Input Transfer Saeid Asgari Taghanaki Kumar Abhishek Ghassan Hamarneh SSeg 57 7 0 04 Apr 2019
Identifying disease-free chest X-ray images with deep transfer learning Ken C. L. Wong Mehdi Moradi Joy T. Wu Tanveer Syeda-Mahmood MedIm 25 20 0 02 Apr 2019
A Strong Baseline for Domain Adaptation and Generalization in Medical Imaging L. Yao Jordan Prosky Ben Covington Kevin Lyman OOD LM&MA MedIm AI4CE 46 39 0 02 Apr 2019
InfoMask: Masked Variational Latent Representation to Localize Chest Disease Saeid Asgari Taghanaki Mohammad Havaei T. Berthier Francis Dutil Lisa Di-Jorio Ghassan Hamarneh Yoshua Bengio 91 42 0 28 Mar 2019
Age prediction using a large chest X-ray dataset Alexandros Karargyris Satyananda Kashyap Joy T. Wu Arjun Sharma Mehdi Moradi Tanveer Syeda-Mahmood 32 36 0 09 Mar 2019
Computer aided detection of tuberculosis on chest radiographs: An evaluation of the CAD4TB v6 system K. Murphy S. Habib S. M. Zaidi S. Khowaja A. Khan ... S. Schalekamp Maurits Verhagen R. Philipsen Annet Meijers Bram van Ginneken 39 137 0 08 Mar 2019
Abnormal Chest X-ray Identification With Generative Adversarial One-Class Classifier Yuxing Tang Youbao Tang Mei Han Jing Xiao Ronald M. Summers MedIm GAN 52 63 0 05 Mar 2019
PadChest: A large chest x-ray image dataset with multi-label annotated reports A. Bustos A. Pertusa J. M. Salinas M. Iglesia-Vayá LM&MA 69 613 0 22 Jan 2019
CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison Jeremy Irvin Pranav Rajpurkar M. Ko Yifan Yu Silviana Ciurea-Ilcus ... D. Larson C. Langlotz Bhavik Patel M. Lungren A. Ng 112 2,595 0 21 Jan 2019
Truly Generalizable Radiograph Segmentation with Conditional Domain Adaptation Hugo Oliveira E. Ferreira J. A. dos Santos MedIm 61 14 0 16 Jan 2019
SDFN: Segmentation-based Deep Fusion Network for Thoracic Disease Classification in Chest X-ray Images Han Liu Lei Wang Y. Nan F. Jin Qi Wang J. Pu 169 94 0 30 Oct 2018
When does Bone Suppression and Lung Field Segmentation Improve Chest X-Ray Disease Classification? Ivo M. Baltruschat Leonhard Steinmeister H. Ittrich G. Adam H. Nickisch A. Saalbach J. V. Berg M. Grass T. Knopp 32 22 0 17 Oct 2018
Multi-Institutional Deep Learning Modeling Without Sharing Patient Data: A Feasibility Study on Brain Tumor Segmentation Micah J. Sheller G. A. Reina Brandon Edwards Jason Martin Spyridon Bakas FedML 66 467 0 10 Oct 2018
Deep Generative Classifiers for Thoracic Disease Diagnosis with Chest X-ray Images Chengsheng Mao Yiheng Pan Zexian Zeng Liang Yao Yuan Luo MedIm 36 32 0 20 Sep 2018
Generative Adversarial Network in Medical Imaging: A Review Xin Yi Ekta Walia P. Babyn GAN MedIm 96 1,392 0 19 Sep 2018
Bimodal network architectures for automatic generation of image annotation from text Mehdi Moradi Ali Madani Yaniv Gur Yufan Guo Tanveer Syeda-Mahmood 41 20 0 05 Sep 2018
Object Detection with Deep Learning: A Review Zhong-Qiu Zhao Peng Zheng Shou-tao Xu Xindong Wu ObjD 110 4,012 0 15 Jul 2018
A Generic Approach to Lung Field Segmentation from Chest Radiographs using Deep Space and Shape Learning Awais Mansoor Juan J. Cerrolaza Geovanny F. Perez E. Biggs K. Okada G. Nino M. Linguraru 33 26 0 11 Jul 2018
Unsupervised Domain Adaptation for Automatic Estimation of Cardiothoracic Ratio Nanqing Dong Michael C. Kampffmeyer Xiaodan Liang Zeya Wang Wei-Ming Dai Eric Xing OOD 48 85 0 10 Jul 2018
Iterative Attention Mining for Weakly Supervised Thoracic Disease Pattern Localization in Chest X-Rays Jinzheng Cai Le Lu Adam P. Harrison Xiaoshuang Shi Pingjun Chen Ling Yang 62 54 0 03 Jul 2018
Confounding variables can degrade generalization performance of radiological deep learning models J. Zech Marcus A. Badgeley Manway Liu A. Costa J. Titano Eric K. Oermann OOD 85 1,176 0 02 Jul 2018
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation Yue Zhang S. Miao Tommaso Mansi Rui Liao MedIm 53 206 0 11 Jun 2018
TextRay: Mining Clinical Reports to Gain a Broad Understanding of Chest X-rays Jonathan Laserson C. D. Lantsman Michal Cohen-Sfady Itamar Tamir Eli Goz C. Brestel Shir Bar Maya Atar E. Elnekave LM&MA MedIm 42 36 0 06 Jun 2018
CFCM: Segmentation via Coarse to Fine Context Memory Fausto Milletari Nicola Rieke Maximilian Baust M. Esposito Nassir Navab 63 48 0 04 Jun 2018
Automatic catheter detection in pediatric X-ray images using a scale-recurrent network and synthetic data Xin Yi S. Adams P. Babyn Abdul Elnajmi MedIm 37 42 0 04 Jun 2018
Semantic-Aware Generative Adversarial Nets for Unsupervised Domain Adaptation in Chest X-ray Segmentation Cheng Chen Qi Dou Hao Chen Pheng-Ann Heng OOD GAN MedIm 51 161 0 02 Jun 2018
Keep and Learn: Continual Learning by Constraining the Latent Space for Knowledge Preservation in Neural Networks Hyo-Eun Kim Seungwook Kim Jaehwan Lee CLL 43 31 0 28 May 2018
Multimodal Unsupervised Image-to-Image Translation Xun Huang Ming-Yuan Liu Serge J. Belongie Jan Kautz 133 2,482 0 12 Apr 2018
YOLOv3: An Incremental Improvement Joseph Redmon Ali Farhadi ObjD 126 21,447 0 08 Apr 2018
Comparison of Deep Learning Approaches for Multi-Label Chest X-Ray Classification Ivo M. Baltruschat H. Nickisch M. Grass T. Knopp A. Saalbach 72 384 0 06 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 73 2,013 0 10 Feb 2018
Learning to detect chest radiographs containing lung nodules using visual attention networks E. Pesce P. Ypsilantis S. Withey R. Bakewell Vicky Goh Giovanni Montana 54 106 0 04 Dec 2017
Progressive Growing of GANs for Improved Quality, Stability, and Variation Tero Karras Timo Aila S. Laine J. Lehtinen GAN 137 7,361 0 27 Oct 2017
Object Region Mining with Adversarial Erasing: A Simple Classification to Semantic Segmentation Approach Yunchao Wei Jiashi Feng Xiaodan Liang Ming-Ming Cheng Yao-Min Zhao Shuicheng Yan 81 809 0 24 Mar 2017
Mask R-CNN Kaiming He Georgia Gkioxari Piotr Dollár Ross B. Girshick ObjD 352 27,195 0 20 Mar 2017