The Impact of Skin Tone Label Granularity on the Performance and Fairness of AI Based Dermatology Image Classification Models
Fuente:
arXiv
Saved in:
| Main Authors: | Shah, Partha, Sankhe, Durva, Rashid, Maariyah, Khaled, Zakaa, Puyol-Antón, Esther, Lee, Tiarna, Alqarni, Maram, Rai, Sweta, King, Andrew P. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Understanding-informed Bias Mitigation for Fair CMR Segmentation
by: Lee, Tiarna, et al.
Published: (2025)
by: Lee, Tiarna, et al.
Published: (2025)
Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification
by: Achara, Akshit, et al.
Published: (2025)
by: Achara, Akshit, et al.
Published: (2025)
An investigation into the causes of race bias in AI-based cine CMR segmentation
by: Lee, Tiarna, et al.
Published: (2024)
by: Lee, Tiarna, et al.
Published: (2024)
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets With Domain Shift and Partial Labelling
by: Islam, Iman, et al.
Published: (2024)
by: Islam, Iman, et al.
Published: (2024)
Right Regions, Wrong Labels: Semantic Label Flips in Segmentation under Correlation Shift
by: Achara, Akshit, et al.
Published: (2026)
by: Achara, Akshit, et al.
Published: (2026)
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
by: Lu, Haoming
Published: (2025)
by: Lu, Haoming
Published: (2025)
Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
by: Schumann, Candice, et al.
Published: (2023)
by: Schumann, Candice, et al.
Published: (2023)
Skin Tone in Hyperspectral Imaging and Its Implications for Fairness in AI
by: Laurie S. van de Weerd, et al.
Published: (2026)
by: Laurie S. van de Weerd, et al.
Published: (2026)
Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning
by: Wei, Zihan, et al.
Published: (2025)
by: Wei, Zihan, et al.
Published: (2025)
Improving Deep Learning Model Calibration for Cardiac Applications using Deterministic Uncertainty Networks and Uncertainty-aware Training
by: Dawood, Tareen, et al.
Published: (2024)
by: Dawood, Tareen, et al.
Published: (2024)
Localising Shortcut Learning in Pixel Space via Ordinal Scoring Correlations for Attribution Representations (OSCAR)
by: Achara, Akshit, et al.
Published: (2025)
by: Achara, Akshit, et al.
Published: (2025)
TrustSkin: A Fairness Pipeline for Trustworthy Facial Affect Analysis Across Skin Tone
by: Cabanas, Ana M., et al.
Published: (2025)
by: Cabanas, Ana M., et al.
Published: (2025)
Large-Scale Dataset and Benchmark for Skin Tone Classification in the Wild
by: Matias, Vitor Pereira, et al.
Published: (2026)
by: Matias, Vitor Pereira, et al.
Published: (2026)
Colorimeter-Supervised Skin Tone Estimation from Dermatoscopic Images for Fairness Auditing
by: Benčević, Marin, et al.
Published: (2026)
by: Benčević, Marin, et al.
Published: (2026)
A Generative AI Approach for Reducing Skin Tone Bias in Skin Cancer Classification
by: Shabu, Areez Muhammed, et al.
Published: (2026)
by: Shabu, Areez Muhammed, et al.
Published: (2026)
Adapting Large Language Models to Mitigate Skin Tone Biases in Clinical Dermatology Tasks: A Mixed-Methods Study
by: Nijjer, Kiran, et al.
Published: (2025)
by: Nijjer, Kiran, et al.
Published: (2025)
Mitigating Individual Skin Tone Bias in Skin Lesion Classification through Distribution-Aware Reweighting
by: Paxton, Kuniko, et al.
Published: (2025)
by: Paxton, Kuniko, et al.
Published: (2025)
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels
by: Aayushman, et al.
Published: (2024)
by: Aayushman, et al.
Published: (2024)
Universal Aging Dynamics and Scaling Laws in Three-Dimensional Driven Granular Gases
by: Shah, Rameez Farooq, et al.
Published: (2025)
by: Shah, Rameez Farooq, et al.
Published: (2025)
Improving the Scan-rescan Precision of AI-based CMR Biomarker Estimation
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2024)
by: Wickremasinghe, Dewmini Hasara, et al.
Published: (2024)
Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone
by: Shilova, Veronika, et al.
Published: (2025)
by: Shilova, Veronika, et al.
Published: (2025)
Probing 3D Velocity Distributions Insights from a Vibrated Dual-Species Granular System
by: Shah, Rameez Farooq, et al.
Published: (2024)
by: Shah, Rameez Farooq, et al.
Published: (2024)
True to Tone? Quantifying Skin Tone Fidelity and Bias in Photographic-to-Virtual Human Pipelines
by: Schneider, Gabriel Ferri, et al.
Published: (2026)
by: Schneider, Gabriel Ferri, et al.
Published: (2026)
Trustworthy and Fair SkinGPT-R1 for Democratizing Dermatological Reasoning across Diverse Ethnicities
by: Shen, Yuhao, et al.
Published: (2025)
by: Shen, Yuhao, et al.
Published: (2025)
Velocity Distribution of a Uniformly Heated Hard Sphere Granular Gas
by: Shah, Rameez Farooq, et al.
Published: (2025)
by: Shah, Rameez Farooq, et al.
Published: (2025)
Temporal Correlations and Inelastic Dynamics in a Vibrated Binary Granular Mixture
by: Shah, Rameez Farooq, et al.
Published: (2025)
by: Shah, Rameez Farooq, et al.
Published: (2025)
Skin Tone Detection and Color Recommendation System
by: Lakshmi Sharma, et al.
Published: (2025)
by: Lakshmi Sharma, et al.
Published: (2025)
ETS: Open Vocabulary Electroencephalography-To-Text Decoding and Sentiment Classification
by: Masry, Mohamed, et al.
Published: (2025)
by: Masry, Mohamed, et al.
Published: (2025)
Tone Matters: The Impact of Linguistic Tone on Hallucination in VLMs
by: Hong, Weihao, et al.
Published: (2026)
by: Hong, Weihao, et al.
Published: (2026)
Hay bioética más allá de la autonomía
by: Ángel Puyol
Published: (2012)
by: Ángel Puyol
Published: (2012)
¿QUIÉN ES EL GUARDIÁN DE NUESTRA PROPIA SALUD? RESPONSABILIDAD INDIVIDUAL Y SOCIAL POR LA SALUD
by: Angel Puyol
Published: (2014)
by: Angel Puyol
Published: (2014)
¿COLONIALIDAD O COLONIALIDADES DEL PODER? HACIA UN ENFOQUE METÓDICO ALTERNATIVO
by: Juan Puyol
Published: (2016)
by: Juan Puyol
Published: (2016)
Hay bioética más allá de la autonomía
by: Ángel Puyol
Published: (2015)
by: Ángel Puyol
Published: (2015)
Ética, solidaridad y donación de sangre. Cuatro perspectivas a debate
by: Àngel Puyol
Published: (2019)
by: Àngel Puyol
Published: (2019)
El derecho a subsistir y la justicia global
by: Ángel Puyol
Published: (2011)
by: Ángel Puyol
Published: (2011)
Skin Cancer Machine Learning Model Tone Bias
by: Pope, James, et al.
Published: (2024)
by: Pope, James, et al.
Published: (2024)
Quality-guided Skin Tone Enhancement for Portrait Photography
by: Gao, Shiqi, et al.
Published: (2024)
by: Gao, Shiqi, et al.
Published: (2024)
Modeling Spatial Extremes using Non-Gaussian Spatial Autoregressive Models via Convolutional Neural Networks
by: Rai, Sweta, et al.
Published: (2025)
by: Rai, Sweta, et al.
Published: (2025)
DeepSPV: A Deep Learning Pipeline for 3D Spleen Volume Estimation from 2D Ultrasound Images
by: Yuan, Zhen, et al.
Published: (2024)
by: Yuan, Zhen, et al.
Published: (2024)
Universal Dermatology: Bridging Gaps in Skin Health
by: Nokubonga Khoza, et al.
Published: (2025)
by: Nokubonga Khoza, et al.
Published: (2025)
Similar Items
-
Understanding-informed Bias Mitigation for Fair CMR Segmentation
by: Lee, Tiarna, et al.
Published: (2025) -
Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification
by: Achara, Akshit, et al.
Published: (2025) -
An investigation into the causes of race bias in AI-based cine CMR segmentation
by: Lee, Tiarna, et al.
Published: (2024) -
Label Dropout: Improved Deep Learning Echocardiography Segmentation Using Multiple Datasets With Domain Shift and Partial Labelling
by: Islam, Iman, et al.
Published: (2024) -
Right Regions, Wrong Labels: Semantic Label Flips in Segmentation under Correlation Shift
by: Achara, Akshit, et al.
Published: (2026)