FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models

FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models

1 July 2024

Qi Dou

S. Kevin Zhou

Xiaoxiao Li

Papers citing "FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models"

11 / 11 papers shown

Title
Fairness Analysis of CLIP-Based Foundation Models for X-Ray Image Classification Xiangyu Sun Xiaoguang Zou Yuanquan Wu Guotai Wang Shanghang Zhang MedIm VLM 73 0 0 31 Jan 2025
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 154 209 0 10 Jan 2025
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 47 1 0 10 Mar 2024
Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision Bobby Azad Reza Azad Sania Eskandari Afshin Bozorgpour A. Kazerouni I. Rekik Dorit Merhof VLM MedIm 101 60 0 28 Oct 2023
Analysing race and sex bias in brain age prediction Carolina Piçarra Ben Glocker 31 9 0 19 Sep 2023
Customized Segment Anything Model for Medical Image Segmentation Kaiwen Zhang Dong Liu MedIm VLM 106 288 0 26 Apr 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 322 4,300 0 30 Jan 2023
MEDFAIR: Benchmarking Fairness for Medical Imaging Yongshuo Zong Yongxin Yang Timothy M. Hospedales OOD 81 59 0 04 Oct 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 392 4,185 0 28 Jan 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 322 7,503 0 11 Nov 2021
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 236 676 0 17 Feb 2018