Estimating Uncertainty and Interpretability in Deep Learning for Coronavirus (COVID-19) Detection

22 March 2020

Papers citing "Estimating Uncertainty and Interpretability in Deep Learning for Coronavirus (COVID-19) Detection"

30 / 30 papers shown

Title
A review of uncertainty quantification in medical image analysis: probabilistic and non-probabilistic methods Ling Huang S. Ruan Yucheng Xing Mengling Feng 41 20 0 09 Oct 2023
Uncertainty Aware Deep Learning Model for Secure and Trustworthy Channel Estimation in 5G Networks Ferhat Ozgur Catak Marc Brittain Murat Kuzlu Christine Serres UQCV 19 1 0 04 May 2023
REDAffectiveLM: Leveraging Affect Enriched Embedding and Transformer-based Neural Language Model for Readers' Emotion Detection Anoop Kadan Deepak P Manjary P.Gangan Savitha Sam Abraham L. LajishV. 18 1 0 21 Jan 2023
Leveraging Uncertainty in Deep Learning for Pancreatic Adenocarcinoma Grading Biraja Ghoshal Bhargab Ghoshal A. Tucker UQCV MedIm 11 4 0 15 Jun 2022
Calibrated Bagging Deep Learning for Image Semantic Segmentation: A Case Study on COVID-19 Chest X-ray Image Lucy Nwosu Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 32 3 0 27 May 2022
COVID-19 Severity Classification on Chest X-ray Images Aditi Sagar Aman Swaraj Karan Verma 17 1 0 25 May 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 23 48 0 12 May 2022
Machine learning based disease diagnosis: A comprehensive review M. Ahsan Zahed Siddique 14 308 0 31 Dec 2021
Transformer Uncertainty Estimation with Hierarchical Stochastic Attention Jiahuan Pei Cheng-Yu Wang Gyuri Szarvas 24 22 0 27 Dec 2021
Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift Tong Xia Jing Han Cecilia Mascolo OOD 21 10 0 16 Dec 2021
Diagnosis of COVID-19 Using Machine Learning and Deep Learning: A review Rubaiyat Hossain Mondal Subrato Bharati Prajoy Podder 24 56 0 28 Oct 2021
Shapley variable importance clouds for interpretable machine learning Yilin Ning M. Ong Bibhas Chakraborty B. Goldstein Daniel Ting Roger Vaughan Nan Liu FAtt 27 69 0 06 Oct 2021
Learning to Synthesize Programs as Interpretable and Generalizable Policies Dweep Trivedi Jesse Zhang Shao-Hua Sun Joseph J. Lim NAI 24 72 0 31 Aug 2021
Medical Imaging with Deep Learning for COVID- 19 Diagnosis: A Comprehensive Review Subrato Bharati Prajoy Podder M. Rubaiyat Hossain Mondal V. B. Surya Prasath 20 39 0 13 Jul 2021
Blockchain and AI-based Solutions to Combat Coronavirus (COVID-19)-like Epidemics: A Survey Dinh C. Nguyen Ming Ding P. Pathirana Aruna Seneviratne 28 179 0 28 Jun 2021
CoviLearn: A Machine Learning Integrated Smart X-Ray Device in Healthcare Cyber-Physical System for Automatic Initial Screening of COVID-19 Debanjan Das Sagnik Ghosal Deewanshu Ukey Gourav Chowdhary S. Mohanty 21 13 0 09 Jun 2021
Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data Tong Xia Jing Han Lorena Qendro T. Dang Cecilia Mascolo 29 28 0 05 Apr 2021
Uncertainty Estimation in SARS-CoV-2 B-cell Epitope Prediction for Vaccine Development Bhargab Ghoshal Biraja Ghoshal S. Swift A. Tucker 12 3 0 20 Mar 2021
Semi-supervised Learning for COVID-19 Image Classification via ResNet Lucy Nwuso Xiangfang Li Lijun Qian Seungchan Kim Xishuang Dong 19 5 0 27 Feb 2021
COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Shruti Jadon 21 39 0 11 Feb 2021
Checklist for responsible deep learning modeling of medical images based on COVID-19 detection studies Weronika Hryniewska Przemysław Bombiński P. Szatkowski Paulina Tomaszewska A. Przelaskowski P. Biecek OOD 27 47 0 11 Dec 2020
Interpreting Uncertainty in Model Predictions For COVID-19 Diagnosis Gayathiri Murugamoorthy N. Khan MedIm 6 0 0 26 Oct 2020
Medical Imaging and Computational Image Analysis in COVID-19 Diagnosis: A Review Shahabedin Nabavi Azar Ejmalian M. Moghaddam A. A. Abin Alejandro F. Frangi M. Mohammadi H. S. Rad 16 34 0 01 Oct 2020
Multi-Task Driven Explainable Diagnosis of COVID-19 using Chest X-ray Images Aakarsh Malhotra S. Mittal P. Majumdar S. Chhabra K. Thakral Mayank Vatsa Richa Singh S. Chaudhury Ashwin Pudrod A. Agrawal 27 60 0 03 Aug 2020
A Review of Automated Diagnosis of COVID-19 Based on Scanning Images Delong Chen Shunhui Ji Fan Liu Zewen Li Xinyu Zhou MedIm 24 11 0 09 Jun 2020
Robust Screening of COVID-19 from Chest X-ray via Discriminative Cost-Sensitive Learning Tianyang Li Zhongyi Han B. Wei Yuanjie Zheng Yanfei Hong Jinyu Cong OOD 18 61 0 27 Apr 2020
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning-Based Approach Sara Hosseinzadeh Kassani P. H. Kassani M. Wesolowski Kevin A. Schneider Ralph Deters OOD 16 316 0 22 Apr 2020
COVID-MobileXpert: On-Device COVID-19 Patient Triage and Follow-up using Chest X-rays Xin Li Chengyin Li D. Zhu 24 79 0 06 Apr 2020
Mapping the Landscape of Artificial Intelligence Applications against COVID-19 Joseph Aylett-Bullock A. Luccioni K. H. Pham C. Lam M. Luengo-Oroz AI4CE 39 406 0 25 Mar 2020
Lung Infection Quantification of COVID-19 in CT Images with Deep Learning F. Shan Yaozong Gao Jun Wang Weiya Shi N. Shi Miaofei Han Zhong Xue D. Shen Yuxin Shi 111 574 0 10 Mar 2020