Title
MAKE: Multi-Aspect Knowledge-Enhanced Vision-Language Pretraining for Zero-shot Dermatological Assessment Siyuan Yan X. Li Ming Hu Yiwen Jiang Zhen Yu Zongyuan Ge MedIm VLM 31 0 0 14 May 2025
Enhancing Skin Disease Diagnosis: Interpretable Visual Concept Discovery with SAM Xin Hu Janet Wang Jihun Hamm R. Yotsu Zhengming Ding 103 0 0 17 Jan 2025
Conformalized Credal Regions for Classification with Ambiguous Ground Truth Michele Caprio David Stutz Shuo Li Arnaud Doucet UQCV 70 4 0 07 Nov 2024
Skin Cancer Machine Learning Model Tone Bias James Pope Md Hassanuzzaman Mingmar Sherpa Omar Emara Ayush Joshi Nirmala Adhikari Nirmala Adhikari Ayush Joshi 21 0 0 08 Oct 2024
Tissue Concepts: supervised foundation models in computational pathology Till Nicke Jan Raphael Schaefer Henning Hoefener Friedrich Feuerhake Dorit Merhof Fabian Kiessling Johannes Lotz MedIm 50 0 0 05 Sep 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 49 3 0 25 Jan 2024
Enhancing the Performance of Neural Networks Through Causal Discovery and Integration of Domain Knowledge Xiaoge Zhang Xiao-Lin Wang Fenglei Fan Yiu-ming Cheung Indranil Bose 36 1 0 29 Nov 2023
Multi-domain improves out-of-distribution and data-limited scenarios for medical image analysis Ece Ozkan Xavier Boix OOD 28 0 0 10 Oct 2023
FaceSkin: A Privacy Preserving Facial skin patch Dataset for multi Attributes classification Qiushi Guo Shisha Liao PICV CVBM 12 1 0 09 Aug 2023
Conformal prediction under ambiguous ground truth David Stutz Abhijit Guha Roy Tatiana Matejovicova Patricia Strachan A. Cemgil Arnaud Doucet 31 16 0 18 Jul 2023
DeepMediX: A Deep Learning-Driven Resource-Efficient Medical Diagnosis Across the Spectrum Kishore Babu Nampalle Pradeep Singh Vivek Narayan Uppala Balasubramanian Raman MedIm 27 2 0 01 Jul 2023
Progressive Class-Wise Attention (PCA) Approach for Diagnosing Skin Lesions Asim Naveed Syed S. Naqvi Tariq Mahmood Khan Imran Razzak 31 1 0 11 Jun 2023
Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis Cristiano Patrício João C. Neves Luís F. Teixeira MedIm FAtt 24 17 0 10 Apr 2023
Dermatological Diagnosis Explainability Benchmark for Convolutional Neural Networks Raluca Jalaboi Ole Winther A. Galimzianova FAtt 22 1 0 23 Feb 2023
CancerUniT: Towards a Single Unified Model for Effective Detection, Segmentation, and Diagnosis of Eight Major Cancers Using a Large Collection of CT Scans Jieneng Chen Yingda Xia Jiawen Yao K. Yan Jianpeng Zhang ... Xin Chen Jingren Zhou Alan Yuille Zai-De Liu Ling Zhang ViT MedIm 33 15 0 28 Jan 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
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 30 31 0 23 Nov 2022
An interpretable imbalanced semi-supervised deep learning framework for improving differential diagnosis of skin diseases Futian Weng Yuanting Ma J. Sun Shijun Shan Qiyuan Li Jianping Zhu Yang Wang Yan Xu 37 0 0 20 Nov 2022
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions Arezou Pakzad Kumar Abhishek Ghassan Hamarneh 30 17 0 29 Aug 2022
Distributed Contrastive Learning for Medical Image Segmentation Yawen Wu Dewen Zeng Zhepeng Wang Yiyu Shi Jingtong Hu FedML 52 48 0 07 Aug 2022
Masked Image Modeling Advances 3D Medical Image Analysis Zekai Chen Devansh Agarwal Kshitij Aggarwal Wiem Safta Samit Hirawat V. Sethuraman Mariann Micsinai Balan Kevin Brown 33 69 0 25 Apr 2022
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set Roxana Daneshjou Kailas Vodrahalli R. Novoa Melissa Jenkins Weixin Liang ... Rachna Sahasrabudhe Johan A. C. Allerup Utako Okata-Karigane James Zou A. Chiou 56 217 0 15 Mar 2022
Integrated multimodal artificial intelligence framework for healthcare applications L. Soenksen Yu Ma C. Zeng L. Boussioux Kimberly Villalobos Carballo Liangyuan Na H. Wiberg Michael Lingzhi Li Ignacio Fuentes Dimitris Bertsimas 33 151 0 25 Feb 2022
Learning Optimal Conformal Classifiers David Stutz Krishnamurthy Dvijotham Dvijotham A. Cemgil Arnaud Doucet 35 80 0 18 Oct 2021
Early Melanoma Diagnosis with Sequential Dermoscopic Images Zhen Yu Jennifer Nguyen Toàn D. Nguyên J. Kelly C. Mclean Paul Bonnington Lei Zhang Victoria Mar Z. Ge 27 41 0 12 Oct 2021
On the Robustness of Pretraining and Self-Supervision for a Deep Learning-based Analysis of Diabetic Retinopathy Vignesh Srinivasan Nils Strodthoff Jackie Ma Alexander Binder Klaus-Robert Muller Wojciech Samek OOD 20 6 0 25 Jun 2021
Machine learning-based analysis of hyperspectral images for automated sepsis diagnosis Maximilian Dietrich Silvia Seidlitz Nicholas Schreck Manuel Wiesenfarth Patrick Godau ... Felix Nickel Beat P. Müller-Stich A. Kopp-Schneider Markus A. Weigand Lena Maier-Hein 25 10 0 15 Jun 2021
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
Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions Abhijit Guha Roy Jie Jessie Ren Shekoofeh Azizi Aaron Loh Vivek Natarajan ... Yun-Hui Liu taylan. cemgil Alan Karthikesalingam Balaji Lakshminarayanan Jim Winkens 18 104 0 08 Apr 2021
Big Self-Supervised Models Advance Medical Image Classification Shekoofeh Azizi Basil Mustafa Fiona Ryan Zach Beaver Jan Freyberg ... Alan Karthikesalingam Simon Kornblith Ting-Li Chen Vivek Natarajan Mohammad Norouzi SSL 45 504 0 13 Jan 2021
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 77 670 0 06 Nov 2020
AI Progress in Skin Lesion Analysis Philippe Burlina William Paul P. Mathew Neil J. Joshi Alison W. Rebman J. Aucott 21 0 0 28 Sep 2020
Hyperparameter Ensembles for Robustness and Uncertainty Quantification F. Wenzel Jasper Snoek Dustin Tran Rodolphe Jenatton UQCV 33 204 0 24 Jun 2020
Measles Rash Identification Using Residual Deep Convolutional Neural Network Kimberly Glock Charles Napier Vibhuti Gupta Todd Gary J. Gigante W. Schaffner Qingguo Wang 22 20 0 18 May 2020
DermGAN: Synthetic Generation of Clinical Skin Images with Pathology Amirata Ghorbani Vivek Natarajan David Coz Yuan Liu GAN MedIm 21 98 0 20 Nov 2019