Improving dermatology classifiers across populations using images generated by large diffusion models

23 November 2022

Papers citing "Improving dermatology classifiers across populations using images generated by large diffusion models"

23 / 23 papers shown

Title
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
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
S-SYNTH: Knowledge-Based, Synthetic Generation of Skin Images Andrea Kim Niloufar Saharkhiz E. Sizikova Miguel Lago B. Sahiner Jana G. Delfino Aldo Badano SyDa MedIm 29 1 0 31 Jul 2024
RadiomicsFill-Mammo: Synthetic Mammogram Mass Manipulation with Radiomics Features Inye Na Jonghun Kim Eun Sook Ko Hyunjin Park MedIm 43 5 0 08 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 27 1 0 26 Jun 2024
An Ordinal Diffusion Model for Generating Medical Images with Different Severity Levels Shumpei Takezaki Seiichi Uchida DiffM MedIm 19 2 0 01 Mar 2024
Investigating the Quality of DermaMNIST and Fitzpatrick17k Dermatological Image Datasets Kumar Abhishek Aditi Jain Ghassan Hamarneh 41 2 0 25 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 25 22 0 04 Jan 2024
Navigating the Synthetic Realm: Harnessing Diffusion-based Models for Laparoscopic Text-to-Image Generation Simeon Allmendinger Patrick Hemmer Moritz Queisner Igor Sauer Leopold Muller Johannes Jakubik Michael Vossing Niklas Kühl MedIm 21 6 0 05 Dec 2023
Generating Realistic Counterfactuals for Retinal Fundus and OCT Images using Diffusion Models I. Ilanchezian Valentyn Boreiko Laura Kühlewein Ziwei Huang M. Ayhan Matthias Hein Lisa M. Koch Philipp Berens DiffM MedIm 29 4 0 20 Nov 2023
Hate Speech Detection in Limited Data Contexts using Synthetic Data Generation Aman Khullar Daniel K. Nkemelu Cuong V. Nguyen Michael L. Best 25 2 0 04 Oct 2023
A Unified Framework for Generative Data Augmentation: A Comprehensive Survey Yunhao Chen Zihui Yan Yunjie Zhu 29 3 0 30 Sep 2023
Dream the Impossible: Outlier Imagination with Diffusion Models Xuefeng Du Yiyou Sun Xiaojin Zhu Yixuan Li 22 53 0 23 Sep 2023
Video and Synthetic MRI Pre-training of 3D Vision Architectures for Neuroimage Analysis Nikhil J. Dhinagar Amit Singh Saket Ozarkar Ketaki Buwa Sophia I Thomopoulos ... Corey McMillan Chih-Chien Tsai Jiun-Jie Wang Yih-Ru Wu Paul M. Thompson MedIm 17 2 0 09 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 12 14 0 23 Aug 2023
Synthesising Rare Cataract Surgery Samples with Guided Diffusion Models Yannik Frisch Moritz Fuchs Antoine Pierre Sanner F. A. Ucar Marius Frenzel Joana Wasielica-Poslednik A. Gericke F. Wagner Thomas Dratsch Anirban Mukhopadhyay MedIm DiffM 28 8 0 03 Aug 2023
Deep Learning Approaches for Data Augmentation in Medical Imaging: A Review Aghiles Kebaili J. Lapuyade-Lahorgue S. Ruan MedIm 13 142 0 24 Jul 2023
Scaling ML Products At Startups: A Practitioner's Guide A. Dhingra Gaurav Sood LRM 16 0 0 20 Apr 2023
Efficiently Training Vision Transformers on Structural MRI Scans for Alzheimer's Disease Detection Nikhil J. Dhinagar Sophia I Thomopoulos Emily Laltoo Paul M. Thompson DiffM MedIm 42 16 0 14 Mar 2023
Diffusion-based Data Augmentation for Skin Disease Classification: Impact Across Original Medical Datasets to Fully Synthetic Images Mohamed Akrout Bálint Gyepesi P. Holló A. Poór Blága Kincso ... J. Kawahara Dekker Slade Latif Abid Máté Kovács I. Fazekas DiffM MedIm 11 60 0 12 Jan 2023
Brain Imaging Generation with Latent Diffusion Models W. H. Pinaya Petru-Daniel Tudosiu J. Dafflon P. F. D. Costa Virginia Fernandez P. Nachev Sebastien Ourselin M. Jorge Cardoso DiffM MedIm 102 285 0 15 Sep 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 Y. Zou A. Chiou 45 217 0 15 Mar 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 112 180 0 20 Apr 2021