Title
Leveraging Human Selective Attention for Medical Image Analysis with Limited Training Data Yifei Huang Xiaoxiao Li Lijin Yang Lin Gu Yingying Zhu Hirofumi Seo Qiuming Meng Tatsuya Harada Yoichi Sato MedIm 75 9 0 02 Dec 2021
SQUID: Deep Feature In-Painting for Unsupervised Anomaly Detection Tiange Xiang Yixiao Zhang Yongyi Lu Alan Yuille Chaoyi Zhang Weidong (Tom) Cai Zongwei Zhou UQCV 111 44 0 26 Nov 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 115 82 0 25 Nov 2021
Explainable multiple abnormality classification of chest CT volumes R. Draelos Lawrence Carin MedIm 70 13 0 24 Nov 2021
RadFusion: Benchmarking Performance and Fairness for Multimodal Pulmonary Embolism Detection from CT and EHR Yuyin Zhou Shih-Cheng Huang Jason Alan Fries Alaa Youssef T. Amrhein ... Imon Banerjee D. Rubin Lei Xing N. Shah M. Lungren 83 46 0 23 Nov 2021
Explaining medical AI performance disparities across sites with confounder Shapley value analysis Eric Wu K. Wu James Zou 48 8 0 12 Nov 2021
Advancing Brain Metastases Detection in T1-Weighted Contrast-Enhanced 3D MRI using Noisy Student-based Training Engin Dikici X. V. Nguyen M. Bigelow J. Ryu Luciano M Prevedello 48 7 0 10 Nov 2021
Explanatory Analysis and Rectification of the Pitfalls in COVID-19 Datasets Samyak Prajapati Japman Singh Monga Shaanya Singh Amrit Raj Yuvraj Singh Champawat C. Prakash 127 0 0 10 Nov 2021
RapidRead: Global Deployment of State-of-the-art Radiology AI for a Large Veterinary Teleradiology Practice Michael Fitzke Conrad Stack Andre Dourson Rodrigo M. B. Santana Diane U Wilson L. Ziemer Arjun Soin M. Lungren Paul Fisher Mark Parkinson LM&MA MedIm 43 7 0 09 Nov 2021
Auto-Encoding Knowledge Graph for Unsupervised Medical Report Generation Fenglin Liu Chenyu You Xian Wu Shen Ge Sheng Wang Xu Sun MedIm 139 94 0 08 Nov 2021
Generalized Radiograph Representation Learning via Cross-supervision between Images and Free-text Radiology Reports Hong-Yu Zhou X. Chen Y. Zhang R. Luo L. Wang Y. Yu MedIm 85 112 0 04 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 95 30 0 02 Nov 2021
TorchXRayVision: A library of chest X-ray datasets and models Joseph Paul Cohen J. Viviano Paul Bertin Paul Morrison Parsa Torabian ... M. Lungren Akshay S. Chaudhari Rupert Brooks Mohammad Hashir H. Bertrand VLM MedIm 107 128 0 31 Oct 2021
RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report Classification Ajay Jaiswal Liyan Tang Meheli Ghosh J. Rousseau Yifan Peng Ying Ding MedIm 92 16 0 28 Oct 2021
SCALP -- Supervised Contrastive Learning for Cardiopulmonary Disease Classification and Localization in Chest X-rays using Patient Metadata Ajay Jaiswal Tianhao Li Cyprian Zander Yan Han Justin F. Rousseau Yifan Peng Ying Ding 69 14 0 27 Oct 2021
Algorithmic encoding of protected characteristics in image-based models for disease detection Ben Glocker Charles Jones Mélanie Bernhardt S. Winzeck 94 9 0 27 Oct 2021
A Unified Survey on Anomaly, Novelty, Open-Set, and Out-of-Distribution Detection: Solutions and Future Challenges Mohammadreza Salehi Hossein Mirzaei Dan Hendrycks Yixuan Li M. Rohban Mohammad Sabokrou OOD 152 199 0 26 Oct 2021
Making Document-Level Information Extraction Right for the Right Reasons Liyan Tang Dhruv Rajan S. Mohan Abhijeet Pradhan R. Bryan Greg Durrett 25 1 0 14 Oct 2021
The Connection between Out-of-Distribution Generalization and Privacy of ML Models Divyat Mahajan Shruti Tople Amit Sharma OOD 112 7 0 07 Oct 2021
Distributed Learning Approaches for Automated Chest X-Ray Diagnosis E. Giacomello M. Cataldo Daniele Loiacono P. Lanzi OOD 60 1 0 04 Oct 2021
Algorithm Fairness in AI for Medicine and Healthcare Richard J. Chen Tiffany Y. Chen Jana Lipkova Judy J. Wang Drew F. K. Williamson Ming Y. Lu S. Sahai Faisal Mahmood FaML 146 47 0 01 Oct 2021
Chest X-Rays Image Classification from beta-Variational Autoencoders Latent Features L. Crespi Daniele Loiacono A. Chiti 20 4 0 29 Sep 2021
MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation Alexandros Karargyris Renato Umeton Micah J. Sheller Alejandro Aristizabal Johnu George ... Poonam Yadav Michael Rosenthal M. Loda Jason M. Johnson Peter Mattson FedML 113 80 0 29 Sep 2021
Multi-loss ensemble deep learning for chest X-ray classification S. Rajaraman Ghada Zamzmi Sameer Kiran Antani 37 2 0 29 Sep 2021
REFLACX, a dataset of reports and eye-tracking data for localization of abnormalities in chest x-rays Ricardo Bigolin Lanfredi Mingyuan Zhang W. Auffermann Jessica Chan Phuong-Anh T. Duong Vivek Srikumar Trafton Drew Joyce D. Schroeder Tolga Tasdizen 53 40 0 29 Sep 2021
Auditing AI models for Verified Deployment under Semantic Specifications Homanga Bharadhwaj De-An Huang Chaowei Xiao Anima Anandkumar Animesh Garg MLAU 100 6 0 25 Sep 2021
Classification of COVID-19 from CXR Images in a 15-class Scenario: an Attempt to Avoid Bias in the System C. Bose Anirvan Basu 85 0 0 25 Sep 2021
Label-Assemble: Leveraging Multiple Datasets with Partial Labels Mintong Kang Bowen Li Zengle Zhu Yongyi Lu Elliot K. Fishman Alan Yuille Zongwei Zhou 94 18 0 25 Sep 2021
Weakly Supervised Contrastive Learning for Chest X-Ray Report Generation An Yan Zexue He Xing Lu Jingfeng Du E. Chang Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 176 65 0 25 Sep 2021
FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging Karim Lekadira Richard Osuala C. Gallin Noussair Lazrak Kaisar Kushibar ... Nickolas Papanikolaou Zohaib Salahuddin Henry C. Woodruff Philippe Lambin L. Martí-Bonmatí AI4TS 163 62 0 20 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 128 187 0 17 Sep 2021
Federated Contrastive Learning for Decentralized Unlabeled Medical Images Nanqing Dong Irina Voiculescu FedML 70 62 0 15 Sep 2021
Robust Contrastive Active Learning with Feature-guided Query Strategies R. Krishnan Nilesh A. Ahuja Alok Sinha Mahesh Subedar Omesh Tickoo Ravi Iyer 60 1 0 13 Sep 2021
Mitigating Sampling Bias and Improving Robustness in Active Learning R. Krishnan Alok Sinha Nilesh A. Ahuja Mahesh Subedar Omesh Tickoo R. Iyer 74 9 0 13 Sep 2021
Preservational Learning Improves Self-supervised Medical Image Models by Reconstructing Diverse Contexts Hong-Yu Zhou Chi-Ken Lu Sibei Yang Xiaoguang Han Yizhou Yu SSL CLL 105 87 0 09 Sep 2021
Improving Joint Learning of Chest X-Ray and Radiology Report by Word Region Alignment Zhanghexuan Ji Mohammad Abuzar Shaikh Dana Moukheiber S. Srihari Yifan Peng Mingchen Gao SSL 92 21 0 04 Sep 2021
Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case Jingqing Zhang Luis Bolaños T. Li Ashwani Tanwar Guilherme Freire Xian Yang Julia Ive Vibhor Gupta Yike Guo 31 14 0 04 Sep 2021
Towards disease-aware image editing of chest X-rays Aakash Saboo Sai Niranjan Ramachandran K. Dierkes H. Keles GAN MedIm 36 4 0 02 Sep 2021
Developing and validating multi-modal models for mortality prediction in COVID-19 patients: a multi-center retrospective study Joy T. Wu M. Á. A. de la Hoz Po-Chih Kuo J. Paguio J. S. Yao ... J. Varona Hyung‐Chul Lee Alberto Estirado J. Castellano Leo Anthony Celi 32 8 0 01 Sep 2021
Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing Sindhu C. M. Gowda Shalmali Joshi Haoran Zhang Marzyeh Ghassemi CML 97 8 0 27 Aug 2021
$Automated Generation of Accurate \& Fluent Medical X-ray Reports$ Automated Generation of Accurate \& Fluent Medical X-ray Reports Hoang T.N. Nguyen Dong Nie Taivanbat Badamdorj Yujie Liu Yingying Zhu J. Truong Li Cheng MedIm LM&MA 73 40 0 27 Aug 2021
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral Lucio Dery Yann N. Dauphin David Grangier MoMe 71 29 0 25 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 79 45 0 23 Aug 2021
Dealing with Distribution Mismatch in Semi-supervised Deep Learning for Covid-19 Detection Using Chest X-ray Images: A Novel Approach Using Feature Densities Saul Calderon-Ramirez Shengxiang-Yang David Elizondo Armaghan Moemeni OOD 56 24 0 17 Aug 2021
NeuraCrypt is not private Nicholas Carlini Sanjam Garg S. Jha Saeed Mahloujifar Mohammad Mahmoody Florian Tramèr MIACV 53 19 0 16 Aug 2021
Learning to Automatically Diagnose Multiple Diseases in Pediatric Chest Radiographs Using Deep Convolutional Neural Networks Thanh-Truong Tran H. Pham T. Nguyen T. Le H. T. Nguyen H. Q. Nguyen 43 11 0 14 Aug 2021
A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis M. Taher F. Haghighi Ruibin Feng Michael B. Gotway Jianming Liang 88 67 0 12 Aug 2021
BERTHop: An Effective Vision-and-Language Model for Chest X-ray Disease Diagnosis Masoud Monajatipoor Mozhdeh Rouhsedaghat Liunian Harold Li Aichi Chien C.-C. Jay Kuo Fabien Scalzo Kai-Wei Chang LM&MA MedIm 60 30 0 10 Aug 2021
A distillation based approach for the diagnosis of diseases Hmrishav Bandyopadhyay Shuvayan Ghosh Dastidar Bisakh Mondal Biplab Banerjee N. Das 51 1 0 07 Aug 2021
A Data Augmented Approach to Transfer Learning for Covid-19 Detection Shagufta Henna A. Reji 49 1 0 05 Aug 2021