Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset

20 April 2021

Papers citing "Evaluating Deep Neural Networks Trained on Clinical Images in Dermatology with the Fitzpatrick 17k Dataset"

30 / 30 papers shown

Title
MM-Skin: Enhancing Dermatology Vision-Language Model with an Image-Text Dataset Derived from Textbooks Wenqi Zeng Yuqi Sun Chenxi Ma Weimin Tan Bo Yan LM&MA VLM 52 0 0 09 May 2025
Concept-Based Unsupervised Domain Adaptation Xinyue Xu Y. Hu Hui Tang Yi Qin Lu Mi Hao Wang Xiaomeng Li 50 0 0 08 May 2025
CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification Cristiano Patrício Isabel Rio-Torto J. S. Cardoso Luís F. Teixeira João C. Neves VLM 205 0 0 21 Jan 2025
Enhancing Skin Disease Diagnosis: Interpretable Visual Concept Discovery with SAM Xin Hu Janet Wang Jihun Hamm R. Yotsu Zhengming Ding 94 0 0 17 Jan 2025
PASSION for Dermatology: Bridging the Diversity Gap with Pigmented Skin Images from Sub-Saharan Africa Philippe Gottfrois Fabian Gröger Faly Herizo Andriambololoniaina L. Amruthalingam Alvaro Gonzalez-Jimenez ... M. Pouly Mendrika Fifaliana Rakotoarisaona Fahafahantsoa Rapelanoro Rabenja Ibrahima Traoré A. Navarini LM&MA 35 1 0 07 Nov 2024
Rethinking Fair Representation Learning for Performance-Sensitive Tasks Charles Jones Fabio De Sousa Ribeiro Mélanie Roschewitz Daniel Coelho De Castro Ben Glocker FaML OOD CML 141 1 0 05 Oct 2024
Evidential Concept Embedding Models: Towards Reliable Concept Explanations for Skin Disease Diagnosis Yibo Gao Zheyao Gao Xin Gao Yuanye Liu Bomin Wang Xiahai Zhuang 28 1 0 27 Jun 2024
Resource-constrained Fairness Sofie Goethals Eoin Delaney Brent Mittelstadt Christopher Russell FaML 86 1 0 03 Jun 2024
SkinCAP: A Multi-modal Dermatology Dataset Annotated with Rich Medical Captions Juexiao Zhou Liyuan Sun Yan Xu Wenbin Liu Shawn Afvari Zhongyi Han Jiaoyan Song Yongzhi Ji Xiaonan He Xin Gao 37 1 0 28 May 2024
SkinGEN: an Explainable Dermatology Diagnosis-to-Generation Framework with Interactive Vision-Language Models Bo Lin Yingjing Xu Xuanwen Bao Zhou Zhao Zuyong Zhang Zhouyang Wang 59 2 0 23 Apr 2024
Data Alignment for Zero-Shot Concept Generation in Dermatology AI S. Gadgil Mahtab Bigverdi MedIm AI4MH VLM 23 0 0 19 Apr 2024
Towards Reliable Dermatology Evaluation Benchmarks Fabian Gröger Simone Lionetti Philippe Gottfrois Alvaro Gonzalez-Jimenez Matthew Groh Roxana Daneshjou Labelling Consortium A. Navarini M. Pouly 19 5 0 13 Sep 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Y. Zou Carlos Guestrin 32 20 0 29 May 2023
Generative Adversarial Networks based Skin Lesion Segmentation S. Innani Prasad Dutande Ujjwal Baid Venu Pokuri Spyridon Bakas Sanjay Talbar Bhakti Baheti Sharath Chandra Guntuku GAN MedIm 27 10 0 29 May 2023
Federated Conformal Predictors for Distributed Uncertainty Quantification Charles Lu Yaodong Yu Sai Praneeth Karimireddy Michael I. Jordan Ramesh Raskar FedML 34 21 0 27 May 2023
Parameter-Efficient Fine-Tuning for Medical Image Analysis: The Missed Opportunity Raman Dutt Linus Ericsson Pedro Sanchez Sotirios A. Tsaftaris Timothy M. Hospedales MedIm 22 50 0 14 May 2023
Towards unraveling calibration biases in medical image analysis María Agustina Ricci Lara Candelaria Mosquera Enzo Ferrante Rodrigo Echeveste 20 9 0 09 May 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 27 2 0 12 Dec 2022
VeriX: Towards Verified Explainability of Deep Neural Networks Min Wu Haoze Wu Clark W. Barrett AAML 38 10 0 02 Dec 2022
Improving dermatology classifiers across populations using images generated by large diffusion models Luke Sagers James A. Diao Matthew Groh Pranav Rajpurkar A. Adamson Arjun K. Manrai DiffM MedIm 24 31 0 23 Nov 2022
A Fair Loss Function for Network Pruning Robbie Meyer Alexander Wong CVBM 21 3 0 18 Nov 2022
FedMT: Federated Learning with Mixed-type Labels Qiong Zhang Jing Peng Xin Zhang A. Talhouk Gang Niu Xiaoxiao Li FedML 51 0 0 05 Oct 2022
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions Arezou Pakzad Kumar Abhishek Ghassan Hamarneh 30 17 0 29 Aug 2022
Achieving Fairness in Dermatological Disease Diagnosis through Automatic Weight Adjusting Federated Learning and Personalization Gelei Xu Yawen Wu Jingtong Hu Yiyu Shi FedML 27 2 0 23 Aug 2022
Estimating Test Performance for AI Medical Devices under Distribution Shift with Conformal Prediction Charles Lu Syed Rakin Ahmed Praveer Singh Jayashree Kalpathy-Cramer OOD 25 5 0 12 Jul 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 31 82 0 01 Jun 2022
Post-hoc Concept Bottleneck Models Mert Yuksekgonul Maggie Wang James Y. Zou 143 185 0 31 May 2022
Monitoring of Pigmented Skin Lesions Using 3D Whole Body Imaging David Ahmedt-Aristizabal Chuong H. Nguyen Lachlan Tychsen-Smith Ashley Stacey Shenghong Li J. Pathikulangara L. Petersson Dadong Wang 3DH MedIm 23 13 0 14 May 2022
FairPrune: Achieving Fairness Through Pruning for Dermatological Disease Diagnosis Yawen Wu Dewen Zeng Xiaowei Xu Yiyu Shi Jingtong Hu MedIm 23 51 0 04 Mar 2022
Detecting Melanoma Fairly: Skin Tone Detection and Debiasing for Skin Lesion Classification Peter J. Bevan Amir Atapour-Abarghouei 10 29 0 06 Feb 2022