FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis

4 March 2022

Xiaowei Xu

Papers citing "FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis"

39 / 39 papers shown

Title
Prompting Medical Vision-Language Models to Mitigate Diagnosis Bias by Generating Realistic Dermoscopic Images Nusrat Munia Abdullah-Al-Zubaer Imran LM&MA MedIm 32 0 0 02 Apr 2025
DermDiff: Generative Diffusion Model for Mitigating Racial Biases in Dermatology Diagnosis Nusrat Munia Abdullah-Al-Zubaer Imran MedIm 47 1 0 21 Mar 2025
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis Yiqin Luo Tianlong Gu 83 0 0 21 Dec 2024
Debiasify: Self-Distillation for Unsupervised Bias Mitigation Nourhan Bayasi Jamil Fayyad Ghassan Hamarneh Rafeef Garbi H. Najjaran 35 0 0 01 Nov 2024
You Never Know: Quantization Induces Inconsistent Biases in Vision-Language Foundation Models Eric Slyman Anirudh Kanneganti Sanghyun Hong Stefan Lee VLM MQ 39 0 0 26 Oct 2024
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning Yuyang Xue Junyu Yan Raman Dutt Fasih Haider Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris 32 1 0 13 Aug 2024
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning Ralf Raumanns Gerard Schouten J. Pluim V. Cheplygina 31 1 0 24 Jul 2024
Efficient DNN-Powered Software with Fair Sparse Models Xuanqi Gao Weipeng Jiang Juan Zhai Shiqing Ma Xiaoyu Zhang Chao Shen 50 0 0 03 Jul 2024
Biasing & Debiasing based Approach Towards Fair Knowledge Transfer for Equitable Skin Analysis Anshu Pundhir Balasubramanian Raman Pravendra Singh 37 0 0 16 May 2024
Achieving Fairness Through Channel Pruning for Dermatological Disease Diagnosis Qingpeng Kong Ching-Hao Chiu Dewen Zeng Yu-Jen Chen Tsung-Yi Ho Jingtong Hu Yiyu Shi 51 0 0 14 May 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 40 31 0 29 Mar 2024
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 45 1 0 10 Mar 2024
APPLE: Adversarial Privacy-aware Perturbations on Latent Embedding for Unfairness Mitigation Zikang Xu Fenghe Tang Quan Quan Qingsong Yao S. Kevin Zhou 43 3 0 08 Mar 2024
A survey of recent methods for addressing AI fairness and bias in biomedicine Yifan Yang Mingquan Lin Han Zhao Yifan Peng Furong Huang Zhiyong Lu 34 15 0 13 Feb 2024
Improving Fairness of Automated Chest X-ray Diagnosis by Contrastive Learning Mingquan Lin Tianhao Li Zhaoyi Sun G. Holste Ying Ding Fei-Yue Wang George Shih Yifan Peng 11 2 0 25 Jan 2024
Achieve Fairness without Demographics for Dermatological Disease Diagnosis Ching-Hao Chiu Yu-Jen Chen Yawen Wu Yiyu Shi Tsung-Yi Ho 38 4 0 16 Jan 2024
Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging Emma A. M. Stanley Raissa Souza Anthony J. Winder Vedant Gulve Kimberly Amador Matthias Wilms Nils D. Forkert 32 11 0 03 Nov 2023
FairTune: Optimizing Parameter Efficient Fine Tuning for Fairness in Medical Image Analysis Raman Dutt Ondrej Bohdal Sotirios A. Tsaftaris Timothy M. Hospedales 16 14 0 08 Oct 2023
Revisiting Skin Tone Fairness in Dermatological Lesion Classification Thorsten Kalb Kaisar Kushibar C. Cintas Karim Lekadir Oliver Díaz Richard Osuala 28 6 0 18 Aug 2023
How Does Pruning Impact Long-Tailed Multi-Label Medical Image Classifiers? G. Holste Ziyu Jiang Ajay Jaiswal Maria Hanna Shlomo Minkowitz ... Ying Ding Ronald M. Summers George Shih Yifan Peng Zhangyang Wang 26 1 0 17 Aug 2023
Distributionally Robust Optimization and Invariant Representation Learning for Addressing Subgroup Underrepresentation: Mechanisms and Limitations Nilesh Kumar Ruby Shrestha Zhiyuan Li Linwei Wang CML OOD 26 2 0 12 Aug 2023
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis? Nina Weng Siavash Bigdeli Eike Petersen Aasa Feragen 32 9 0 09 Aug 2023
Toward Fairness Through Fair Multi-Exit Framework for Dermatological Disease Diagnosis Ching-Hao Chiu Hao-Wei Chung Yu-Jen Chen Yi Shi Tsung-Yi Ho 33 10 0 26 Jun 2023
DermSynth3D: Synthesis of in-the-wild Annotated Dermatology Images Ashish Sinha J. Kawahara Arezou Pakzad Kumar Abhishek Matthieu Ruthven Enjie Ghorbel Anis Kacem Djamila Aouada Ghassan Hamarneh MedIm DiffM 19 3 0 22 May 2023
TinyML Design Contest for Life-Threatening Ventricular Arrhythmia Detection Zhenge Jia Dawei Li Cong Liu Li-Shih Liao Xiaowei Xu Lichuan Ping Yiyu Shi 16 8 0 09 May 2023
Are demographically invariant models and representations in medical imaging fair? Eike Petersen Enzo Ferrante M. Ganz Aasa Feragen MedIm 37 10 0 02 May 2023
FairAdaBN: Mitigating unfairness with adaptive batch normalization and its application to dermatological disease classification Zikang Xu Shang Zhao Quan Quan Qingsong Yao S. Kevin Zhou 35 13 0 15 Mar 2023
Development of A Real-time POCUS Image Quality Assessment and Acquisition Guidance System Zhenge Jia Yiyu Shi Jingtong Hu Lei Yang B. Nti 21 0 0 16 Dec 2022
A Fair Loss Function for Network Pruning Robbie Meyer Alexander Wong CVBM 21 3 0 18 Nov 2022
Debiasing Methods for Fairer Neural Models in Vision and Language Research: A Survey Otávio Parraga Martin D. Móre C. M. Oliveira Nathan Gavenski L. S. Kupssinskü Adilson Medronha L. V. Moura Gabriel S. Simões Rodrigo C. Barros 42 11 0 10 Nov 2022
Addressing Fairness Issues in Deep Learning-Based Medical Image Analysis: A Systematic Review Zikang Xu Jun Li Yongshuo Zong Han Li Qingsong Yao S. Kevin Zhou 49 14 0 27 Sep 2022
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions Arezou Pakzad Kumar Abhishek Ghassan Hamarneh 30 17 0 29 Aug 2022
Federated Self-Supervised Contrastive Learning and Masked Autoencoder for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Zhepeng Wang Yi Sheng Lei Yang A. James Yiyu Shi Jingtong Hu 20 7 0 24 Aug 2022
Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization Gelei Xu Yawen Wu Jingtong Hu Yiyu Shi FedML 27 2 0 23 Aug 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 19 22 0 22 Aug 2022
An Accelerated Doubly Stochastic Gradient Method with Faster Explicit Model Identification Runxue Bao Bin Gu Heng-Chiao Huang 15 16 0 11 Aug 2022
Distributed Contrastive Learning for Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 49 48 0 07 Aug 2022
A Survey on Deep Learning for Skin Lesion Segmentation Z. Mirikharaji Kumar Abhishek Alceu Bissoto Catarina Barata Sandra Avila Eduardo Valle M. Celebi Ghassan Hamarneh 33 82 0 01 Jun 2022
Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset Matthew Groh Caleb Harris L. Soenksen Felix Lau Rachel Han Aerin Kim A. Koochek Omar Badri 112 182 0 20 Apr 2021