Title
Indication as Prior Knowledge for Multimodal Disease Classification in Chest Radiographs with Transformers Grzegorz Jacenków Alison Q. OÑeil Sotirios A. Tsaftaris ViT MedIm 25 23 0 12 Feb 2022
CheXstray: Real-time Multi-Modal Data Concordance for Drift Detection in Medical Imaging AI Arjun Soin J. Merkow Jin Long Joseph Paul Cohen Smitha Saligrama Stephen Kaiser Steven Borg Ivan Tarapov M. Lungren OOD 56 15 0 06 Feb 2022
Deconfounded Representation Similarity for Comparison of Neural Networks Tianyu Cui Yogesh Kumar Pekka Marttinen Samuel Kaski CML 35 13 0 31 Jan 2022
Vision Checklist: Towards Testable Error Analysis of Image Models to Help System Designers Interrogate Model Capabilities Xin Du Bénédicte Legastelois B. Ganesh A. Rajan Hana Chockler Vaishak Belle Stuart Anderson S. Ramamoorthy AAML 27 6 0 27 Jan 2022
Debiasing pipeline improves deep learning model generalization for X-ray based lung nodule detection M. J. Horry Subrata Chakraborty B. Pradhan M. Paul Jing Zhu H. Loh P. Barua Usha R. Acharya AI4CE 38 7 0 24 Jan 2022
Improving Chest X-Ray Report Generation by Leveraging Warm Starting Aaron Nicolson Jason Dowling Bevan Koopman ViT LM&MA MedIm 30 90 0 24 Jan 2022
Potential sources of dataset bias complicate investigation of underdiagnosis by machine learning algorithms Mélanie Bernhardt Charles Jones Ben Glocker 14 38 0 19 Jan 2022
Learning Hierarchical Attention for Weakly-supervised Chest X-Ray Abnormality Localization and Diagnosis Xi Ouyang Srikrishna Karanam Ziyan Wu Terrence Chen Jiayu Huo X. Zhou Qian Wang Jie-Zhi Cheng OOD 18 89 0 23 Dec 2021
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 140 81 0 06 Dec 2021
ACPL: Anti-curriculum Pseudo-labelling for Semi-supervised Medical Image Classification Fengbei Liu Yu Tian Yuanhong Chen Yuyuan Liu Vasileios Belagiannis G. Carneiro 43 76 0 25 Nov 2021
Explainable multiple abnormality classification of chest CT volumes R. Draelos Lawrence Carin MedIm 34 12 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 32 43 0 23 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 18 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 27 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 24 5 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 81 92 0 08 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 27 121 0 31 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 36 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 29 9 0 27 Oct 2021
The Connection between Out-of-Distribution Generalization and Privacy of ML Models Divyat Mahajan Shruti Tople Amit Sharma OOD 21 7 0 07 Oct 2021
Distributed Learning Approaches for Automated Chest X-Ray Diagnosis E. Giacomello M. Cataldo Daniele Loiacono P. Lanzi OOD 38 1 0 04 Oct 2021
Chest X-Rays Image Classification from beta-Variational Autoencoders Latent Features L. Crespi Daniele Loiacono A. Chiti 18 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 46 73 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 16 40 0 29 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 88 64 0 25 Sep 2021
Self-supervised learning methods and applications in medical imaging analysis: A survey Saeed Shurrab R. Duwairi OOD 37 177 0 17 Sep 2021
Federated Contrastive Learning for Decentralized Unlabeled Medical Images Nanqing Dong Irina Voiculescu FedML 27 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 26 1 0 13 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 16 20 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 15 14 0 04 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 23 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 34 8 0 27 Aug 2021
Auxiliary Task Update Decomposition: The Good, The Bad and The Neutral Lucio Dery Yann N. Dauphin David Grangier MoMe 18 29 0 25 Aug 2021
How Transferable Are Self-supervised Features in Medical Image Classification Tasks? T. Truong Sadegh Mohammadi Matthias Lenga 42 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 28 24 0 17 Aug 2021
Chest ImaGenome Dataset for Clinical Reasoning Joy T. Wu Nkechinyere N. Agu Ismini Lourentzou Arjun Sharma J. Paguio ... William Mitchell Satyananda Kashyap Andrea Giovannini Leo Anthony Celi Mehdi Moradi 21 65 0 31 Jul 2021
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties (Technical Report) Yinjun Wu James Weimer S. Davidson 23 4 0 19 Jul 2021
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review Irene Z Li Jessica Pan Jeremy Goldwasser Neha Verma Wai Pan Wong ... Matthew Zhang David Chang R. Taylor H. Krumholz Dragomir R. Radev BDL 21 154 0 07 Jul 2021
Confidence-based Out-of-Distribution Detection: A Comparative Study and Analysis Christoph Berger Magdalini Paschali Ben Glocker Konstantinos Kamnitsas OOD 43 42 0 06 Jul 2021
Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations A. Puli Lily H. Zhang Eric K. Oermann Rajesh Ranganath OOD OODD 24 48 0 29 Jun 2021
Contrastive Counterfactual Visual Explanations With Overdetermination Adam White K. Ngan James Phelan Saman Sadeghi Afgeh Kevin Ryan C. Reyes-Aldasoro Artur Garcez 11 8 0 28 Jun 2021
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports Saahil Jain Ashwin Agrawal A. Saporta Steven QH Truong D. Duong ... Yuhao Zhang M. Lungren A. Ng C. Langlotz Pranav Rajpurkar MedIm 26 200 0 28 Jun 2021
Rail-5k: a Real-World Dataset for Rail Surface Defects Detection Zihao Zhang Shaozuo Yu Siwei Yang Yu Zhou Bingchen Zhao 17 11 0 28 Jun 2021
On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based Analysis of Diabetic Retinopathy Vignesh Srinivasan Nils Strodthoff Jackie Ma Alexander Binder Klaus-Robert Muller Wojciech Samek OOD 20 6 0 25 Jun 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 46 49 0 24 Jun 2021
Explainable AI, but explainable to whom? Julie Gerlings Millie Søndergaard Jensen Arisa Shollo 38 43 0 10 Jun 2021
Rethinking Transfer Learning for Medical Image Classification Le Peng Hengyue Liang Gaoxiang Luo Taihui Li Ju Sun VLM LM&MA 16 5 0 09 Jun 2021
NeuraCrypt: Hiding Private Health Data via Random Neural Networks for Public Training Adam Yala H. Esfahanizadeh Rafael G. L. DÓliveira K. Duffy M. Ghobadi Tommi Jaakkola Vinod Vaikuntanathan Regina Barzilay Muriel Médard OOD FedML 31 22 0 04 Jun 2021
Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training Jong Hak Moon HyunGyung Lee W. Shin Young-Hak Kim Edward Choi MedIm 27 151 0 24 May 2021
Evolving Deep Convolutional Neural Network by Hybrid Sine-Cosine and Extreme Learning Machine for Real-time COVID19 Diagnosis from X-Ray Images Wu Chao M. Khishe M. Mohammadi S. H. Karim Tarik Ahmed Rashid 18 51 0 14 May 2021