Title
Robust Classification from Noisy Labels: Integrating Additional Knowledge for Chest Radiography Abnormality Assessment Sebastian Gündel A. Setio Florin-Cristian Ghesu Sasa Grbic Bogdan Georgescu Andreas Maier Dorin Comaniciu NoLa 70 28 0 12 Apr 2021
eGAN: Unsupervised approach to class imbalance using transfer learning Ademola Okerinde L. Shamir W. Hsu T. Theis N. Nafi GAN 25 4 0 09 Apr 2021
OXnet: Omni-supervised Thoracic Disease Detection from Chest X-rays Luyang Luo Hao Chen Yanning Zhou Huangjing Lin Pheng-Ann Pheng 52 8 0 07 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 31 9 0 06 Apr 2021
Towards Semantic Interpretation of Thoracic Disease and COVID-19 Diagnosis Models Ashkan Khakzar Sabrina Musatian Jonas Buchberger Icxel Valeriano Quiroz Nikolaus Pinger Soroosh Baselizadeh Seong Tae Kim Nassir Navab 83 13 0 04 Apr 2021
Effect of Radiology Report Labeler Quality on Deep Learning Models for Chest X-Ray Interpretation Saahil Jain Akshay Smit A. Ng Pranav Rajpurkar 30 9 0 01 Apr 2021
Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input Features Ashkan Khakzar Yang Zhang W. Mansour Yuezhi Cai Yawei Li Yucheng Zhang Seong Tae Kim Nassir Navab FAtt 98 17 0 01 Apr 2021
Self-supervised Image-text Pre-training With Mixed Data In Chest X-rays Xiaosong Wang Ziyue Xu Leo K. Tam Dong Yang Daguang Xu ViT MedIm 68 24 0 30 Mar 2021
MedSelect: Selective Labeling for Medical Image Classification Combining Meta-Learning with Deep Reinforcement Learning Akshay Smit Damir Vrabac Yujie He A. Ng Andrew L. Beam Pranav Rajpurkar 41 7 0 26 Mar 2021
Self-Supervised Pretraining Improves Self-Supervised Pretraining Colorado Reed Xiangyu Yue Aniruddha Nrusimha Sayna Ebrahimi Vivek Vijaykumar ... Shanghang Zhang Devin Guillory Sean L. Metzger Kurt Keutzer Trevor Darrell 118 108 0 23 Mar 2021
Multi-view analysis of unregistered medical images using cross-view transformers Gijs van Tulder Yao Tong E. Marchiori ViT 103 59 0 21 Mar 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 125 61 0 20 Mar 2021
Variational Knowledge Distillation for Disease Classification in Chest X-Rays Tom van Sonsbeek Xiantong Zhen M. Worring Ling Shao 26 13 0 19 Mar 2021
XProtoNet: Diagnosis in Chest Radiography with Global and Local Explanations Eunji Kim Siwon Kim Minji Seo Sungroh Yoon ViT FAtt 74 116 0 19 Mar 2021
CheXbreak: Misclassification Identification for Deep Learning Models Interpreting Chest X-rays E. Chen Andy Kim R. Krishnan J. Long A. Ng Pranav Rajpurkar 51 2 0 18 Mar 2021
Deep Learning for Chest X-ray Analysis: A Survey Ecem Sogancioglu E. Çallı Bram van Ginneken K. G. V. Leeuwen K. Murphy LM&MA 124 329 0 15 Mar 2021
Deep Learning-based Patient Re-identification Is able to Exploit the Biometric Nature of Medical Chest X-ray Data Kai Packhauser Sebastian Gündel Nicolas Münster Christopher Syben Vincent Christlein Andreas Maier OOD 77 48 0 15 Mar 2021
Severity Quantification and Lesion Localization of COVID-19 on CXR using Vision Transformer Gwanghyun Kim Sangjoon Park Y. Oh J. Seo Sang Min Lee Jin Hwan Kim Sungjun Moon Jae-Kwang Lim J. C. Ye ViT MedIm 70 4 0 12 Mar 2021
Vision Transformer for COVID-19 CXR Diagnosis using Chest X-ray Feature Corpus Sangjoon Park Gwanghyun Kim Y. Oh J. Seo Sang Min Lee Jin Hwan Kim Sungjun Moon Jae-Kwang Lim J. C. Ye ViT MedIm 85 34 0 12 Mar 2021
A Relational-learning Perspective to Multi-label Chest X-ray Classification Anjany Sekuboyina Daniel Oñoro-Rubio Jens Kleesiek Brandon Malone 31 6 0 10 Mar 2021
CheXseen: Unseen Disease Detection for Deep Learning Interpretation of Chest X-rays Siyu Shi Ishaan Malhi Ke M. Tran A. Ng Pranav Rajpurkar 42 4 0 08 Mar 2021
Multimodal Representation Learning via Maximization of Local Mutual Information Ruizhi Liao Daniel Moyer Miriam Cha Keegan Quigley Seth Berkowitz Steven Horng Polina Golland W. Wells SSL 94 43 0 08 Mar 2021
NVUM: Non-Volatile Unbiased Memory for Robust Medical Image Classification Fengbei Liu Yuanhong Chen Yu Tian Yuyuan Liu Chong Wang Vasileios Belagiannis G. Carneiro 66 13 0 06 Mar 2021
Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification Fengbei Liu Yu Tian F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro 75 44 0 05 Mar 2021
Self-supervised deep convolutional neural network for chest X-ray classification Matej Gazda J. Gazda J. Plávka P. Drotár SSL 148 56 0 04 Mar 2021
Domain Generalization: A Survey Kaiyang Zhou Ziwei Liu Yu Qiao Tao Xiang Chen Change Loy OOD AI4CE 266 1,035 0 03 Mar 2021
EnD: Entangling and Disentangling deep representations for bias correction Enzo Tartaglione C. Barbano Marco Grangetto 83 125 0 02 Mar 2021
Improving Medical Image Classification with Label Noise Using Dual-uncertainty Estimation Lie Ju Xin Eric Wang Lin Wang Dwarikanath Mahapatra Xin Zhao Mehrtash Harandi Tom Drummond Tongliang Liu Z. Ge NoLa OOD 97 23 0 28 Feb 2021
Many-to-One Distribution Learning and K-Nearest Neighbor Smoothing for Thoracic Disease Identification Yi Zhou Lei Huang Tianfei Zhou Ling Shao 58 8 0 26 Feb 2021
Reducing Labelled Data Requirement for Pneumonia Segmentation using Image Augmentations J. Seth R. Lokwani V. Kulkarni Aniruddha Pant A. Kharat 31 0 0 25 Feb 2021
VisualCheXbert: Addressing the Discrepancy Between Radiology Report Labels and Image Labels Saahil Jain Akshay Smit Steven QH Truong C. Nguyen Minh-Thanh Huynh Mudit Jain Victoria A Young A. Ng M. Lungren Pranav Rajpurkar MedIm 60 31 0 23 Feb 2021
Non-Convex Optimization with Spectral Radius Regularization Adam Sandler Diego Klabjan Yuan Luo ODL 45 1 0 22 Feb 2021
MedAug: Contrastive learning leveraging patient metadata improves representations for chest X-ray interpretation Yen Nhi Truong Vu Richard Wang N. Balachandar Can Liu A. Ng Pranav Rajpurkar 100 84 0 21 Feb 2021
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray Segmentation Soham Gadgil Mark Endo Emily Wen A. Ng Pranav Rajpurkar 64 11 0 21 Feb 2021
Inducing a hierarchy for multi-class classification problems Hayden S. Helm Weiwei Yang Sujeeth Bharadwaj Kate Lytvynets Oriana Riva Christopher M. White Ali Geisa Carey E. Priebe 49 7 0 20 Feb 2021
Progressive Transformer-Based Generation of Radiology Reports Farhad Nooralahzadeh Nicolas Andres Perez Gonzalez T. Frauenfelder Koji Fujimoto Michael Krauthammer ViT MedIm 108 89 0 19 Feb 2021
Gifsplanation via Latent Shift: A Simple Autoencoder Approach to Counterfactual Generation for Chest X-rays Joseph Paul Cohen Rupert Brooks Sovann En Evan Zucker Anuj Pareek M. Lungren Akshay S. Chaudhari FAtt MedIm 85 3 0 18 Feb 2021
CheXternal: Generalization of Deep Learning Models for Chest X-ray Interpretation to Photos of Chest X-rays and External Clinical Settings Pranav Rajpurkar Anirudh Joshi Anuj Pareek A. Ng M. Lungren OOD 103 14 0 17 Feb 2021
Twin Augmented Architectures for Robust Classification of COVID-19 Chest X-Ray Images Kartikeya Badola Sameer Ambekar Himanshu Pant Sumit Soman A. Sural Rajiv Narang Suresh Chandra Jayadeva Jayadeva OOD 22 0 0 16 Feb 2021
Technical Challenges for Training Fair Neural Networks Valeriia Cherepanova V. Nanda Micah Goldblum John P. Dickerson Tom Goldstein FaML 71 22 0 12 Feb 2021
Searching for Pneumothorax in X-Ray Images Using Autoencoded Deep Features Antonio Sze-To Abtin Riasatian Hamid R. Tizhoosh 26 13 0 11 Feb 2021
Partial transfusion: on the expressive influence of trainable batch norm parameters for transfer learning F. Kanavati M. Tsuneki MedIm 70 36 0 10 Feb 2021
Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Zhuoning Yuan Zhishuai Guo Yi Tian Xu Yiming Ying Tianbao Yang FedML 69 36 0 09 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice V. Kulkarni M. Gawali A. Kharat VLM 108 21 0 03 Feb 2021
A Petri Dish for Histopathology Image Analysis Jerry W. Wei A. Suriawinata Bing Ren Xiaoying Liu Mikhail Lisovsky ... Michael Baker Naofumi Tomita Lorenzo Torresani Jason W. Wei Saeed Hassanpour 127 73 0 29 Jan 2021
Self-supervised Cross-silo Federated Neural Architecture Search Xinle Liang Yang Liu Jiahuan Luo Yuanqin He Tianjian Chen Qiang Yang FedML 151 18 0 28 Jan 2021
A two-step explainable approach for COVID-19 computer-aided diagnosis from chest x-ray images C. Barbano Enzo Tartaglione C. Berzovini M. Calandri Marco Grangetto 23 1 0 25 Jan 2021
Weakly Supervised Thoracic Disease Localization via Disease Masks Hyun-woo Kim Hong G Jung Seong-Whan Lee 49 9 0 25 Jan 2021
Diagnostic Captioning: A Survey John Pavlopoulos Vasiliki Kougia Ion Androutsopoulos D. Papamichail 3DV MedIm 155 29 0 18 Jan 2021
CheXtransfer: Performance and Parameter Efficiency of ImageNet Models for Chest X-Ray Interpretation Alexander Ke William Ellsworth Oishi Banerjee A. Ng Pranav Rajpurkar MedIm 144 105 0 18 Jan 2021