Algorithmic encoding of protected characteristics in image-based models for disease detection

27 October 2021

Papers citing "Algorithmic encoding of protected characteristics in image-based models for disease detection"

7 / 7 papers shown

Title
On the Interplay of Human-AI Alignment,Fairness, and Performance Trade-offs in Medical Imaging Haozhe Luo Ziyu Zhou Zixin Shu Aurélie Pahud de Mortanges Robert Berke Mauricio Reyes 24 0 0 15 May 2025
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 40 1 0 10 Mar 2024
DeepRepViz: Identifying Confounders in Deep Learning Model Predictions R. Rane JiHoon Kim Arjun Umesha Didem Stark Marc-Andre Schulz K. Ritter BDL 8 0 0 27 Sep 2023
Data AUDIT: Identifying Attribute Utility- and Detectability-Induced Bias in Task Models Michael F. Pavlak Nathan G. Drenkow N. Petrick M. M. Farhangi Mathias Unberath MLAU 27 4 0 06 Apr 2023
On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations Wenlong Deng Yuan Zhong Qianming Dou Xiaoxiao Li FaML 33 17 0 04 Jan 2023
Detecting Shortcut Learning for Fair Medical AI using Shortcut Testing Alex Brown Nenad Tomašev Jan Freyberg Yuan Liu Alan Karthikesalingam Jessica Schrouff 16 50 0 21 Jul 2022
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 233 673 0 17 Feb 2018