The (de)biasing effect of GAN-based augmentation methods on skin lesion
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The (de)biasing effect of GAN-based augmentation methods on skin lesion images

30 June 2022

Agnieszka Mikołajczyk

Sylwia Majchrowska

Sandra Carrasco Limeros

Papers citing "The (de)biasing effect of GAN-based augmentation methods on skin lesion images"

11 / 11 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 34 0 0 02 Apr 2025
Birds look like cars: Adversarial analysis of intrinsically interpretable deep learning Hubert Baniecki P. Biecek AAML 83 0 0 11 Mar 2025
Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges Mahmoud Ibrahim Yasmina Al Khalil S. Amirrajab Chang Sun M. Breeuwer J. Pluim Bart Elen Gokhan Ertaylan Michel Dumontier SyDa MedIm 33 7 0 27 Jun 2024
Debiasing Cardiac Imaging with Controlled Latent Diffusion Models Grzegorz Skorupko Richard Osuala Zuzanna Szafranowska Kaisar Kushibar N. Aung Steffen E. Petersen Karim Lekadir P. Gkontra MedIm AI4CE 30 2 0 28 Mar 2024
Targeted Data Augmentation for bias mitigation Agnieszka Mikołajczyk-Bareła M. Ferlin M. Grochowski 16 0 0 22 Aug 2023
A survey on bias in machine learning research Agnieszka Mikołajczyk-Bareła M. Grochowski AI4CE FaML 32 5 0 22 Aug 2023
Towards Trustable Skin Cancer Diagnosis via Rewriting Model's Decision Siyuan Yan Zhen Yu Xuelin Zhang Dwarikanath Mahapatra Shekhar S. Chandra Monika Janda Peter Soyer Z. Ge 27 25 0 02 Mar 2023
Artifact-Based Domain Generalization of Skin Lesion Models Alceu Bissoto Catarina Barata Eduardo Valle Sandra Avila MedIm AI4CE 41 13 0 20 Aug 2022
Skin Deep Unlearning: Artefact and Instrument Debiasing in the Context of Melanoma Classification P. Bevan Amir Atapour-Abarghouei MU 51 18 0 20 Sep 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review Alceu Bissoto Eduardo Valle Sandra Avila MedIm 50 62 0 20 Apr 2021
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 323 4,212 0 23 Aug 2019