Cover Image

Mitigating Individual Skin Tone Bias in Skin Lesion Classification through Distribution-Aware Reweighting

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Paxton, Kuniko, Dehghani, Zeinab, Aslansefat, Koorosh, Thakker, Dhavalkumar, Papadopoulos, Yiannis
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Safer Skin Lesion Classification with Global Class Activation Probability Map Evaluation and SafeML
by: Paxton, Kuniko, et al.
Published: (2025)

Skewness-Guided Pruning of Multimodal Swin Transformers for Federated Skin Lesion Classification on Edge Devices
by: Paxton, Kuniko, et al.
Published: (2025)

Enhancing Fairness in Skin Lesion Classification for Medical Diagnosis Using Prune Learning
by: Paxton, Kuniko, et al.
Published: (2025)

Exploring the Impact of Skin Color on Skin Lesion Segmentation
by: Paxton, Kuniko, et al.
Published: (2026)

Evaluating Fairness and Mitigating Bias in Machine Learning: A Novel Technique using Tensor Data and Bayesian Regression
by: Paxton, Kuniko, et al.
Published: (2025)

HybridVFL: Disentangled Feature Learning for Edge-Enabled Vertical Federated Multimodal Classification
by: Anoosha, Mostafa, et al.
Published: (2025)

Mapping the Mind of an Instruction-based Image Editing using SMILE
by: Dehghani, Zeinab, et al.
Published: (2024)

A Generative AI Approach for Reducing Skin Tone Bias in Skin Cancer Classification
by: Shabu, Areez Muhammed, et al.
Published: (2026)

Skin Cancer Machine Learning Model Tone Bias
by: Pope, James, et al.
Published: (2024)

A Framework for Portrait Stylization with Skin-Tone Awareness and Nudity Identification
by: Kim, Seungkwon, et al.
Published: (2024)

Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning
by: Wei, Zihan, et al.
Published: (2025)

Explaining Large Language Models with gSMILE
by: Dehghani, Zeinab, et al.
Published: (2025)

TrustSkin: A Fairness Pipeline for Trustworthy Facial Affect Analysis Across Skin Tone
by: Cabanas, Ana M., et al.
Published: (2025)

True to Tone? Quantifying Skin Tone Fidelity and Bias in Photographic-to-Virtual Human Pipelines
by: Schneider, Gabriel Ferri, et al.
Published: (2026)

Evidential Federated Learning for Skin Lesion Image Classification
by: Hendrix, Rutger, et al.
Published: (2024)

EcoFair: Trustworthy and Energy-Aware Routing for Privacy-Preserving Vertically Partitioned Medical Inference
by: Anoosha, Mostafa, et al.
Published: (2026)

(De)Constructing Bias on Skin Lesion Datasets
by: Bissoto, Alceu, et al.
Published: (2019)

Camera-Based Remote Physiology Sensing for Hundreds of Subjects Across Skin Tones
by: Tang, Jiankai, et al.
Published: (2024)

Incorporating Failure of Machine Learning in Dynamic Probabilistic Safety Assurance
by: Arshadizadeh, Razieh, et al.
Published: (2025)

TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
by: Lu, Haoming
Published: (2025)

Explainability of Point Cloud Neural Networks Using SMILE: Statistical Model-Agnostic Interpretability with Local Explanations
by: Ahmadi, Seyed Mohammad, et al.
Published: (2024)

Derm-T2IM: Harnessing Synthetic Skin Lesion Data via Stable Diffusion Models for Enhanced Skin Disease Classification using ViT and CNN
by: Farooq, Muhammad Ali, et al.
Published: (2024)

Automatized Self-Supervised Learning for Skin Lesion Screening
by: Useini, Vullnet, et al.
Published: (2023)

Large-Scale Dataset and Benchmark for Skin Tone Classification in the Wild
by: Matias, Vitor Pereira, et al.
Published: (2026)

Explainable Knowledge Graph Retrieval-Augmented Generation (KG-RAG) with KG-SMILE
by: Moghaddam, Zahra Zehtabi Sabeti, et al.
Published: (2025)

JI-ADF: Joint-Individual Learning with Adaptive Decision Fusion for Multimodal Skin Lesion Classification
by: Nguyen, Phan, et al.
Published: (2026)

Toward Accessible Dermatology: Skin Lesion Classification Using Deep Learning Models on Mobile-Acquired Images
by: Newaz, Asif, et al.
Published: (2025)

Analyzing and Improving the Skin Tone Consistency and Bias in Implicit 3D Relightable Face Generators
by: Zeng, Libing, et al.
Published: (2024)

Flexible Sampling for Long-tailed Skin Lesion Classification
by: Ju, Lie, et al.
Published: (2022)

BAdd: Bias Mitigation through Bias Addition
by: Sarridis, Ioannis, et al.
Published: (2024)

Domain Adaptive Skin Lesion Classification via Conformal Ensemble of Vision Transformers
by: Zoravar, Mehran, et al.
Published: (2025)

Quality-guided Skin Tone Enhancement for Portrait Photography
by: Gao, Shiqi, et al.
Published: (2024)

Multi-Granularity Vision Fastformer with Fusion Mechanism for Skin Lesion Segmentation
by: Liu, Xuanyu, et al.
Published: (2025)

A Quad-Step Approach to Uncertainty-Aware Deep Learning for Skin Cancer Classification
by: Asgharnezhad, Hamzeh, et al.
Published: (2025)

Towards Explainable Skin Cancer Classification: A Dual-Network Attention Model with Lesion Segmentation and Clinical Metadata Fusion
by: Atiq, Md. Enamul, et al.
Published: (2025)

MelanomaNet: Explainable Deep Learning for Skin Lesion Classification
by: Ilyosbekov, Sukhrobbek
Published: (2025)

Enhancing Skin Lesion Classification Generalization with Active Domain Adaptation
by: Ye, Jun
Published: (2024)

Effective Attention-Guided Multi-Scale Medical Network for Skin Lesion Segmentation
by: Wang, Siyu, et al.
Published: (2025)

DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference
by: Shuai, Zhihao, et al.
Published: (2024)

Skin Cancer Detection utilizing Deep Learning: Classification of Skin Lesion Images using a Vision Transformer
by: Flosdorf, Carolin, et al.
Published: (2024)