Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification

6 February 2022

Papers citing "Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification"

19 / 19 papers shown

Title
Skin Color Measurement from Dermatoscopic Images: An Evaluation on a Synthetic Dataset Marin Benčević Robert Šojo Irena Galić 29 0 0 06 Apr 2025
Prompting Medical Vision-Language Models to Mitigate Diagnosis Bias by Generating Realistic Dermoscopic Images Nusrat Munia Abdullah-Al-Zubaer Imran LM&MA MedIm 37 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
PatchAlign:Fair and Accurate Skin Disease Image Classification by Alignment with Clinical Labels Aayushman Hemanth Gaddey Vidhi Mittal Manisha Chawla Gagan Raj Gupta 30 1 0 08 Sep 2024
DSL-FIQA: Assessing Facial Image Quality via Dual-Set Degradation Learning and Landmark-Guided Transformer Wei-Ting Chen Gurunandan Krishnan Qiang Gao Sy-Yen Kuo Sizhuo Ma Jian Wang 43 8 0 13 Jun 2024
A Textbook Remedy for Domain Shifts: Knowledge Priors for Medical Image Analysis Yue Yang Mona Gandhi Yufei Wang Yifan Wu Michael S. Yao Christopher Callison-Burch James C. Gee Mark Yatskar 58 3 0 23 May 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 49 3 0 25 Jan 2024
Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions Luana Barros Levy G. Chaves Sandra Avila 32 3 0 30 Sep 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
Federated Model Aggregation via Self-Supervised Priors for Highly Imbalanced Medical Image Classification Marawan Elbatel Hualiang Wang Robert Martí Huazhu Fu Xiaomeng Li FedML 40 8 0 27 Jul 2023
Siamese Neural Networks for Skin Cancer Classification and New Class Detection using Clinical and Dermoscopic Image Datasets Michael Luke Battle Amir Atapour-Abarghouei A. Mcgough 33 2 0 12 Dec 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 15 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
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 24 22 0 22 Aug 2022
The (de)biasing effect of GAN-based augmentation methods on skin lesion images Agnieszka Mikołajczyk Sylwia Majchrowska Sandra Carrasco Limeros MedIm 27 20 0 30 Jun 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 39 82 0 01 Jun 2022
Salient Skin Lesion Segmentation via Dilated Scale-Wise Feature Fusion Network Pourya Shamsolmoali Masoumeh Zareapoor Eric Granger Huiyu Zhou MedIm 26 2 0 20 May 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
Aggregated Residual Transformations for Deep Neural Networks Saining Xie Ross B. Girshick Piotr Dollár Z. Tu Kaiming He 297 10,225 0 16 Nov 2016