Consensus and Subjectivity of Skin Tone Annotation for ML Fairness
Fuente:
arXiv
Enregistré dans:
| Auteurs principaux: | Schumann, Candice, Olanubi, Gbolahan O., Wright, Auriel, Monk Jr., Ellis, Heldreth, Courtney, Ricco, Susanna |
|---|---|
| Format: | Preprint |
| Publié: |
2023
|
| Sujets: | |
| Accès en ligne: | |
| Tags: |
Ajouter un tag
Pas de tags, Soyez le premier à ajouter un tag!
|
Documents similaires
Generalized People Diversity: Learning a Human Perception-Aligned Diversity Representation for People Images
par: Srinivasan, Hansa, et autres
Publié: (2024)
par: Srinivasan, Hansa, et autres
Publié: (2024)
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
par: Lu, Haoming
Publié: (2025)
par: Lu, Haoming
Publié: (2025)
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases
par: Xu, Ying, et autres
Publié: (2022)
par: Xu, Ying, et autres
Publié: (2022)
Adapting Large Language Models to Mitigate Skin Tone Biases in Clinical Dermatology Tasks: A Mixed-Methods Study
par: Nijjer, Kiran, et autres
Publié: (2025)
par: Nijjer, Kiran, et autres
Publié: (2025)
Believing Anthropomorphism: Examining the Role of Anthropomorphic Cues on Trust in Large Language Models
par: Cohn, Michelle, et autres
Publié: (2024)
par: Cohn, Michelle, et autres
Publié: (2024)
Colorimeter-Supervised Skin Tone Estimation from Dermatoscopic Images for Fairness Auditing
par: Benčević, Marin, et autres
Publié: (2026)
par: Benčević, Marin, et autres
Publié: (2026)
Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation
par: Wang, Janet, et autres
Publié: (2023)
par: Wang, Janet, et autres
Publié: (2023)
TrustSkin: A Fairness Pipeline for Trustworthy Facial Affect Analysis Across Skin Tone
par: Cabanas, Ana M., et autres
Publié: (2025)
par: Cabanas, Ana M., et autres
Publié: (2025)
Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning
par: Wei, Zihan, et autres
Publié: (2025)
par: Wei, Zihan, et autres
Publié: (2025)
Camera-Based Remote Physiology Sensing for Hundreds of Subjects Across Skin Tones
par: Tang, Jiankai, et autres
Publié: (2024)
par: Tang, Jiankai, et autres
Publié: (2024)
FairViT: Fair Vision Transformer via Adaptive Masking
par: Tian, Bowei, et autres
Publié: (2024)
par: Tian, Bowei, et autres
Publié: (2024)
FairAdapter: Detecting AI-generated Images with Improved Fairness
par: Ding, Feng, et autres
Publié: (2024)
par: Ding, Feng, et autres
Publié: (2024)
The Impact of Skin Tone Label Granularity on the Performance and Fairness of AI Based Dermatology Image Classification Models
par: Shah, Partha, et autres
Publié: (2025)
par: Shah, Partha, et autres
Publié: (2025)
Enhancing Fairness in Skin Lesion Classification for Medical Diagnosis Using Prune Learning
par: Paxton, Kuniko, et autres
Publié: (2025)
par: Paxton, Kuniko, et autres
Publié: (2025)
True to Tone? Quantifying Skin Tone Fidelity and Bias in Photographic-to-Virtual Human Pipelines
par: Schneider, Gabriel Ferri, et autres
Publié: (2026)
par: Schneider, Gabriel Ferri, et autres
Publié: (2026)
FairRAG: Fair Human Generation via Fair Retrieval Augmentation
par: Shrestha, Robik, et autres
Publié: (2024)
par: Shrestha, Robik, et autres
Publié: (2024)
Ethical Considerations for the Military Use of Artificial Intelligence in Visual Reconnaissance
par: Anneken, Mathias, et autres
Publié: (2025)
par: Anneken, Mathias, et autres
Publié: (2025)
EduPersona: Benchmarking Subjective Ability Boundaries of Virtual Student Agents
par: Zhu, Buyuan, et autres
Publié: (2025)
par: Zhu, Buyuan, et autres
Publié: (2025)
Quality-guided Skin Tone Enhancement for Portrait Photography
par: Gao, Shiqi, et autres
Publié: (2024)
par: Gao, Shiqi, et autres
Publié: (2024)
FairFedMed: Benchmarking Group Fairness in Federated Medical Imaging with FairLoRA
par: Li, Minghan, et autres
Publié: (2025)
par: Li, Minghan, et autres
Publié: (2025)
A Generative AI Approach for Reducing Skin Tone Bias in Skin Cancer Classification
par: Shabu, Areez Muhammed, et autres
Publié: (2026)
par: Shabu, Areez Muhammed, et autres
Publié: (2026)
Fairness-Aware Grouping for Continuous Sensitive Variables: Application for Debiasing Face Analysis with respect to Skin Tone
par: Shilova, Veronika, et autres
Publié: (2025)
par: Shilova, Veronika, et autres
Publié: (2025)
FairDD: Enhancing Fairness with domain-incremental learning in dermatological disease diagnosis
par: Luo, Yiqin, et autres
Publié: (2024)
par: Luo, Yiqin, et autres
Publié: (2024)
FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification
par: Gao, Yicheng, et autres
Publié: (2024)
par: Gao, Yicheng, et autres
Publié: (2024)
KG-FairDiff: Knowledge Graph-Guided Prompt Refinement for Demographically Fair Text-to-Image Generation
par: Davoodi, Farbod, et autres
Publié: (2026)
par: Davoodi, Farbod, et autres
Publié: (2026)
Preserving Fairness Generalization in Deepfake Detection
par: Lin, Li, et autres
Publié: (2024)
par: Lin, Li, et autres
Publié: (2024)
Face4FairShifts: A Large Image Benchmark for Fairness and Robust Learning across Visual Domains
par: Lin, Yumeng, et autres
Publié: (2025)
par: Lin, Yumeng, et autres
Publié: (2025)
FairSkin: Fair Diffusion for Skin Disease Image Generation
par: Zhang, Ruichen, et autres
Publié: (2024)
par: Zhang, Ruichen, et autres
Publié: (2024)
FairDD: Fair Dataset Distillation
par: Zhou, Qihang, et autres
Publié: (2024)
par: Zhou, Qihang, et autres
Publié: (2024)
Utility-Fairness Trade-Offs and How to Find Them
par: Dehdashtian, Sepehr, et autres
Publié: (2024)
par: Dehdashtian, Sepehr, et autres
Publié: (2024)
Fairness in Multi-modal Medical Diagnosis with Demonstration Selection
par: Li, Dawei, et autres
Publié: (2025)
par: Li, Dawei, et autres
Publié: (2025)
OxEnsemble: Fair Ensembles for Low-Data Classification
par: Rystrøm, Jonathan, et autres
Publié: (2025)
par: Rystrøm, Jonathan, et autres
Publié: (2025)
Fair Text-to-Image Diffusion via Fair Mapping
par: Li, Jia, et autres
Publié: (2023)
par: Li, Jia, et autres
Publié: (2023)
From Discrete to Continuous: Deep Fair Clustering With Transferable Representations
par: Zhang, Xiang
Publié: (2024)
par: Zhang, Xiang
Publié: (2024)
INFELM: In-depth Fairness Evaluation of Large Text-To-Image Models
par: Jin, Di, et autres
Publié: (2024)
par: Jin, Di, et autres
Publié: (2024)
Provable Optimization for Adversarial Fair Self-supervised Contrastive Learning
par: Qi, Qi, et autres
Publié: (2024)
par: Qi, Qi, et autres
Publié: (2024)
From Content to Audience: A Multimodal Annotation Framework for Broadcast Television Analytics
par: Cupini, Paolo, et autres
Publié: (2026)
par: Cupini, Paolo, et autres
Publié: (2026)
An AI-Enabled Framework Within Reach for Enhancing Healthcare Sustainability and Fairness
par: Huang, Bin, et autres
Publié: (2024)
par: Huang, Bin, et autres
Publié: (2024)
Large-Scale Dataset and Benchmark for Skin Tone Classification in the Wild
par: Matias, Vitor Pereira, et autres
Publié: (2026)
par: Matias, Vitor Pereira, et autres
Publié: (2026)
Improving Adversarial Robust Fairness via Anti-Bias Soft Label Distillation
par: Zhao, Shiji, et autres
Publié: (2023)
par: Zhao, Shiji, et autres
Publié: (2023)
Documents similaires
-
Generalized People Diversity: Learning a Human Perception-Aligned Diversity Representation for People Images
par: Srinivasan, Hansa, et autres
Publié: (2024) -
TrueSkin: Towards Fair and Accurate Skin Tone Recognition and Generation
par: Lu, Haoming
Publié: (2025) -
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases
par: Xu, Ying, et autres
Publié: (2022) -
Adapting Large Language Models to Mitigate Skin Tone Biases in Clinical Dermatology Tasks: A Mixed-Methods Study
par: Nijjer, Kiran, et autres
Publié: (2025) -
Believing Anthropomorphism: Examining the Role of Anthropomorphic Cues on Trust in Large Language Models
par: Cohn, Michelle, et autres
Publié: (2024)