Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets

5 July 2022

Papers citing "Improving Trustworthiness of AI Disease Severity Rating in Medical Imaging with Ordinal Conformal Prediction Sets"

22 / 22 papers shown

Title
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 993 5 0 09 Oct 2024
Three Applications of Conformal Prediction for Rating Breast Density in Mammography Charles Lu Ken Chang Praveer Singh Jayashree Kalpathy-Cramer OOD AI4CE 73 8 0 23 Jun 2022
Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging Anastasios Nikolas Angelopoulos Amit Kohli Stephen Bates Michael I. Jordan Jitendra Malik Thayer Alshaabi Srigokul Upadhyayula Yaniv Romano UQCV OOD 80 96 0 10 Feb 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 277 135 0 03 Oct 2021
Fair Conformal Predictors for Applications in Medical Imaging Charles Lu A. Lemay Ken Chang K. Hoebel Jayashree Kalpathy-Cramer MedIm 171 69 0 09 Sep 2021
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 213 624 0 15 Jul 2021
Revisiting the Calibration of Modern Neural Networks Matthias Minderer Josip Djolonga Rob Romijnders F. Hubis Xiaohua Zhai N. Houlsby Dustin Tran Mario Lucic UQCV 106 367 0 15 Jun 2021
Conformal Prediction using Conditional Histograms Matteo Sesia Yaniv Romano 193 70 0 18 May 2021
Private Prediction Sets Anastasios Nikolas Angelopoulos Stephen Bates Tijana Zrnic Michael I. Jordan 61 12 0 11 Feb 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 267 200 0 07 Jan 2021
Uncertainty as a Form of Transparency: Measuring, Communicating, and Using Uncertainty Umang Bhatt Javier Antorán Yunfeng Zhang Q. V. Liao P. Sattigeri ... L. Nachman R. Chunara Madhulika Srikumar Adrian Weller Alice Xiang 94 251 0 15 Nov 2020
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 210 338 0 29 Sep 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 390 329 0 03 Jun 2020
Nested conformal prediction and quantile out-of-bag ensemble methods Chirag Gupta Arun K. Kuchibhotla Aaditya Ramdas MQ 189 120 0 23 Oct 2019
Uncertainty Quantification with Statistical Guarantees in End-to-End Autonomous Driving Control Rhiannon Michelmore Matthew Wicker Luca Laurenti L. Cardelli Y. Gal Marta Z. Kwiatkowska BDL 119 106 0 21 Sep 2019
Natural Adversarial Examples Dan Hendrycks Kevin Zhao Steven Basart Jacob Steinhardt Basel Alomair OODD 236 1,484 0 16 Jul 2019
Conformalized Quantile Regression Yaniv Romano Evan Patterson Emmanuel J. Candès 491 617 0 08 May 2019
The limits of distribution-free conditional predictive inference Rina Foygel Barber Emmanuel J. Candès Aaditya Ramdas Robert Tibshirani UQCV 394 277 0 12 Mar 2019
DeepSPINE: Automated Lumbar Vertebral Segmentation, Disc-level Designation, and Spinal Stenosis Grading Using Deep Learning Jen-Tang Lu S. Pedemonte B. Bizzo S. Doyle Katherine P. Andriole Mark H. Michalski R. González S. Pomerantz 57 45 0 26 Jul 2018
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 191 252 0 02 Sep 2016
A Conformal Prediction Approach to Explore Functional Data Jing Lei Alessandro Rinaldo Larry A. Wasserman 201 128 0 26 Feb 2013
A tutorial on conformal prediction Glenn Shafer V. Vovk 456 1,151 0 21 Jun 2007