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
Robustness and sex differences in skin cancer detection: logistic regression vs CNNs Nikolette Pedersen Regitze Sydendal Andreas Wulff Ralf Raumanns Eike Petersen V. Cheplygina 26 0 0 15 Apr 2025
Skin Color Measurement from Dermatoscopic Images: An Evaluation on a Synthetic Dataset Marin Benčević Robert Šojo Irena Galić 24 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 32 0 0 02 Apr 2025
Bayesian generative models can flag performance loss, bias, and out-of-distribution image content Miguel López-Pérez M. Miani Valery Naranjo Søren Hauberg Aasa Feragen OOD MedIm 54 0 0 21 Mar 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
BiasICL: In-Context Learning and Demographic Biases of Vision Language Models Sonnet Xu Joseph Janizek Yixing Jiang Roxana Daneshjou VLM 70 0 0 04 Mar 2025
Enhancing Skin Disease Diagnosis: Interpretable Visual Concept Discovery with SAM Xin Hu Janet Wang Jihun Hamm R. Yotsu Zhengming Ding 97 0 0 17 Jan 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 78 0 0 31 Dec 2024
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
Benchmark Data Repositories for Better Benchmarking Rachel Longjohn Markelle Kelly Sameer Singh Padhraic Smyth 46 0 0 31 Oct 2024
Towards Multi-dimensional Explanation Alignment for Medical Classification Lijie Hu Songning Lai Wenshuo Chen Hongru Xiao Hongbin Lin Lu Yu Jingfeng Zhang Di Wang 35 0 0 28 Oct 2024
Synthetic Generation of Dermatoscopic Images with GAN and Closed-Form Factorization R. Mekala Frederik Pahde Simon Baur Sneha Chandrashekar Madeline Diep ... Jackie Ma Peter Eisert Mikael Lindvall Adam A. Porter Wojciech Samek MedIm GAN 25 2 0 07 Oct 2024
Self-eXplainable AI for Medical Image Analysis: A Survey and New Outlooks Junlin Hou Sicen Liu Yequan Bie Hongmei Wang Andong Tan Luyang Luo Hao Chen XAI 25 3 0 03 Oct 2024
Equitable Skin Disease Prediction Using Transfer Learning and Domain Adaptation Sajib Acharjee Dip Kazi Hasan Ibn Arif Uddip Acharjee Shuvo Ishtiaque Ahmed Khan Na Meng 16 5 0 01 Sep 2024
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning Yuyang Xue Junyu Yan Raman Dutt Fasih Haider Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris 32 1 0 13 Aug 2024
The Data Addition Dilemma Judy Hanwen Shen Inioluwa Deborah Raji Irene Y. Chen 35 5 0 08 Aug 2024
Privacy-preserving datasets by capturing feature distributions with Conditional VAEs Francesco Di Salvo David Tafler Sebastian Doerrich Christian Ledig CML 34 0 0 01 Aug 2024
Integrating Clinical Knowledge into Concept Bottleneck Models Winnie Pang Xueyi Ke Satoshi Tsutsui Bihan Wen 39 1 0 09 Jul 2024
From Majority to Minority: A Diffusion-based Augmentation for Underrepresented Groups in Skin Lesion Analysis Janet Wang Yunsung Chung Zhengming Ding Jihun Hamm MedIm DiffM 32 1 0 26 Jun 2024
Slicing Through Bias: Explaining Performance Gaps in Medical Image Analysis using Slice Discovery Methods Vincent Olesen Nina Weng Aasa Feragen Eike Petersen 36 0 0 17 Jun 2024
Federated Active Learning Framework for Efficient Annotation Strategy in Skin-lesion Classification Zhipeng Deng Yuqiao Yang Kenji Suzuki MedIm FedML 46 1 0 17 Jun 2024
DERM12345: A Large, Multisource Dermatoscopic Skin Lesion Dataset with 38 Subclasses Abdurrahim Yilmaz Sirin Pekcan Yasar G. Gencoglan Burak Temelkuran 30 2 0 11 Jun 2024
Fairness in Autonomous Driving: Towards Understanding Confounding Factors in Object Detection under Challenging Weather Bimsara Pathiraja Caleb Liu Ransalu Senanayake 31 2 0 31 May 2024
Intersectional Unfairness Discovery Gezheng Xu Qi Chen Charles X. Ling Boyu Wang Changjian Shui 41 2 0 31 May 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 40 1 0 28 May 2024
A Generalist Learner for Multifaceted Medical Image Interpretation Hong-Yu Zhou Subathra Adithan J. N. Acosta E. Topol Pranav Rajpurkar MedIm 30 25 0 13 May 2024
Closing the AI generalization gap by adjusting for dermatology condition distribution differences across clinical settings R. Rikhye Aaron Loh G. Hong Preeti Singh M. A. Smith ... P. Bui Yuan Liu Yun-hui Liu Justin M. Ko Steven Lin 19 1 0 23 Feb 2024
What's documented in AI? Systematic Analysis of 32K AI Model Cards Weixin Liang Nazneen Rajani Xinyu Yang Ezinwanne Ozoani Eric Wu Yiqun Chen D. Smith James Y. Zou 41 15 0 07 Feb 2024
DDI-CoCo: A Dataset For Understanding The Effect Of Color Contrast In Machine-Assisted Skin Disease Detection Ming-Chang Chiu Yingfei Wang Yen-Ju Kuo Pin-Yu Chen 13 2 0 24 Jan 2024
SUDO: a framework for evaluating clinical artificial intelligence systems without ground-truth annotations Dani Kiyasseh Aaron Cohen Chengsheng Jiang Nicholas Altieri SyDa 56 8 0 02 Jan 2024
Data-Centric Long-Tailed Image Recognition Yanbiao Ma Licheng Jiao Fang Liu Shuyuan Yang Xu Liu Puhua Chen 40 1 0 03 Nov 2023
Towards objective and systematic evaluation of bias in artificial intelligence for medical imaging Emma A. M. Stanley Raissa Souza Anthony J. Winder Vedant Gulve Kimberly Amador Matthias Wilms Nils D. Forkert 26 11 0 03 Nov 2023
Assessing the Generalizability of Deep Neural Networks-Based Models for Black Skin Lesions Luana Barros Levy G. Chaves Sandra Avila 24 3 0 30 Sep 2023
(Predictable) Performance Bias in Unsupervised Anomaly Detection Felix Meissen Svenja Breuer Moritz Knolle Alena Buyx R. Muller Georgios Kaissis Benedikt Wiestler Daniel Rückert OOD 27 4 0 25 Sep 2023
Towards Reliable Dermatology Evaluation Benchmarks Fabian Gröger Simone Lionetti Philippe Gottfrois Alvaro Gonzalez-Jimenez Matthew Groh Roxana Daneshjou Labelling Consortium A. Navarini M. Pouly 26 5 0 13 Sep 2023
Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color William Thong Przemyslaw K. Joniak Alice Xiang 33 19 0 10 Sep 2023
Augmenting medical image classifiers with synthetic data from latent diffusion models Luke Sagers James A. Diao Luke Melas-Kyriazi Matthew Groh Pranav Rajpurkar A. Adamson V. Rotemberg Roxana Daneshjou Arjun K. Manrai DiffM MedIm 14 14 0 23 Aug 2023
Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis? Nina Weng Siavash Bigdeli Eike Petersen Aasa Feragen 30 9 0 09 Aug 2023
Adapting Machine Learning Diagnostic Models to New Populations Using a Small Amount of Data: Results from Clinical Neuroscience Rongguang Wang G. Erus Pratik Chaudhari Christos Davatzikos OOD 40 2 0 06 Aug 2023
FEDD -- Fair, Efficient, and Diverse Diffusion-based Lesion Segmentation and Malignancy Classification Héctor Carrión Narges Norouzi DiffM MedIm 31 3 0 21 Jul 2023
Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes Connor Toups Rishi Bommasani Kathleen A. Creel S. Bana Dan Jurafsky Percy Liang 24 8 0 12 Jul 2023
Dividing and Conquering a BlackBox to a Mixture of Interpretable Models: Route, Interpret, Repeat Shantanu Ghosh K. Yu Forough Arabshahi Kayhan Batmanghelich MoE 26 13 0 07 Jul 2023
Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation Janet Wang Yunbei Zhang Zhengming Ding Jihun Hamm 19 5 0 06 Jul 2023
WBCAtt: A White Blood Cell Dataset Annotated with Detailed Morphological Attributes Satoshi Tsutsui Winnie Pang B. Wen 29 13 0 23 Jun 2023
Statistical Tests for Replacing Human Decision Makers with Algorithms Kai Feng Han Hong Ke Tang Jingyuan Wang 11 4 0 20 Jun 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
Skin Deep: Investigating Subjectivity in Skin Tone Annotations for Computer Vision Benchmark Datasets Teanna Barrett Quan Ze Chen Amy X. Zhang 34 13 0 15 May 2023