DermGAN: Synthetic Generation of Clinical Skin Images with Pathology

20 November 2019

Papers citing "DermGAN: Synthetic Generation of Clinical Skin Images with Pathology"

37 / 37 papers shown

Title
Automated Measurement of Eczema Severity with Self-Supervised Learning Neelesh Kumar Oya Aran 19 0 0 21 Apr 2025
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
Knowledge-driven AI-generated data for accurate and interpretable breast ultrasound diagnoses Haojun Yu Youcheng Li Nan Zhang Zihan Niu Xuantong Gong ... Binghui Tang Ling Huo Qingli Zhu Yong Wang Liwei Wang MedIm 30 3 0 23 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 22 1 0 26 Jun 2024
Synthetic Medical Imaging Generation with Generative Adversarial Networks For Plain Radiographs John R. McNulty Lee Kho Alexandria L. Case Charlie Fornaca Drew Johnston David Slater J. Abzug Sybil A. Russell MedIm 33 5 0 28 Mar 2024
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
Achieving Reliable and Fair Skin Lesion Diagnosis via Unsupervised Domain Adaptation Janet Wang Yunbei Zhang Zhengming Ding Jihun Hamm 17 5 0 06 Jul 2023
Synthetic Data in Healthcare Daniel J. McDuff Theodore R. Curran A. Kadambi MedIm SyDa 55 17 0 06 Apr 2023
30 Years of Synthetic Data Joerg Drechsler Anna Haensch 22 15 0 04 Apr 2023
High Fidelity Synthetic Face Generation for Rosacea Skin Condition from Limited Data Anwesha Mohanty Alistair Sutherland Marija Bezbradica Hossein Javidnia MedIm 11 1 0 08 Mar 2023
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 20 31 0 23 Nov 2022
Generative Adversarial Networks for anonymous Acneic face dataset generation Hazem Zein S. Chantaf R. Fournier A. Naït-Ali CVBM 43 5 0 08 Nov 2022
SYNTA: A novel approach for deep learning-based image analysis in muscle histopathology using photo-realistic synthetic data L. Mill O. Aust Jochen A. Ackermann Philipp Burger Monica Pascual ... Rolf Schröder Christian Holtzhausen Samir Jabari Andreas K. Maier Anika Grüneboom MedIm 14 2 0 29 Jul 2022
Deepfake histological images for enhancing digital pathology Kianoush Falahkheirkhah Saumya Tiwari Kevin Yeh Sounak Gupta L. Herrera-Hernandez Michael R. McCarthy Rafael E. Jimenez J. Cheville Rohit Bhargava MedIm 11 3 0 16 Jun 2022
Conditional Synthetic Data Generation for Personal Thermal Comfort Models Hari Prasanna Das C. Spanos SyDa AI4CE 16 2 0 10 Mar 2022
Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations Simon Bing Andrea Dittadi Stefan Bauer Patrick Schwab SyDa 18 17 0 20 Jan 2022
Forensic Analysis of Synthetically Generated Western Blot Images S. Mandelli D. Cozzolino E. D. Cannas J. P. Cardenuto Daniel Moreira ... Walter J. Scheirer Anderson de Rezende Rocha L. Verdoliva Stefano Tubaro Edward J. Delp 22 21 0 16 Dec 2021
Generation of microbial colonies dataset with deep learning style transfer J. Pawlowski Sylwia Majchrowska Tomasz Golan 14 22 0 06 Nov 2021
A review of Generative Adversarial Networks (GANs) and its applications in a wide variety of disciplines -- From Medical to Remote Sensing Ankan Dash J. Ye Guiling Wang MedIm AI4CE 16 89 0 01 Oct 2021
Improving Tuberculosis (TB) Prediction using Synthetically Generated Computed Tomography (CT) Images Ashia Lewis Evanjelin Mahmoodi Yuyue Zhou Megan Coffee Elena Sizikova LM&MA 25 9 0 23 Sep 2021
Conditional Synthetic Data Generation for Robust Machine Learning Applications with Limited Pandemic Data Hari Prasanna Das Ryan Tran Japjot Singh Xiangyu Yue G. Tison Alberto L. Sangiovanni-Vincentelli C. Spanos OOD MedIm 54 51 0 14 Sep 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 28 42 0 20 Jul 2021
Self-Supervised Multi-Modal Alignment for Whole Body Medical Imaging Rhydian Windsor A. Jamaludin T. Kadir Andrew Zisserman 24 16 0 14 Jul 2021
GAN-Based Data Augmentation and Anonymization for Skin-Lesion Analysis: A Critical Review Alceu Bissoto Eduardo Valle Sandra Avila MedIm 45 62 0 20 Apr 2021
A Model-Based Approach to Synthetic Data Set Generation for Patient-Ventilator Waveforms for Machine Learning and Educational Use A. V. Diepen T. Bakkes Alex Bie S. Turco R. Bouwman P. Woerlee M. Mischi 17 7 0 29 Mar 2021
A Petri Dish for Histopathology Image Analysis Jerry W. Wei A. Suriawinata Bing Ren Xiaoying Liu Mikhail Lisovsky ... Michael Baker Naofumi Tomita Lorenzo Torresani Jason W. Wei Saeed Hassanpour 16 69 0 29 Jan 2021
Interpretable and synergistic deep learning for visual explanation and statistical estimations of segmentation of disease features from medical images Sambuddha Ghosal Pratik Shah 17 7 0 11 Nov 2020
Skin disease diagnosis with deep learning: a review Hongfeng Li Yini Pan Jie Zhao Li Zhang 12 100 0 11 Nov 2020
Addressing the Real-world Class Imbalance Problem in Dermatology W. Weng Jonathan Deaton Vivek Natarajan Gamaleldin F. Elsayed Yuan Liu 13 13 0 09 Oct 2020
Learn like a Pathologist: Curriculum Learning by Annotator Agreement for Histopathology Image Classification Jerry W. Wei A. Suriawinata Bing Ren Xiaoying Liu Mikhail Lisovsky ... Mustafa Nasir-Moin Naofumi Tomita Lorenzo Torresani Jason W. Wei Saeed Hassanpour 11 49 0 29 Sep 2020
Generative Adversarial Networks in Digital Pathology: A Survey on Trends and Future Potential M. Tschuchnig G. Oostingh M. Gadermayr MedIm AI4CE GAN 5 88 0 30 Apr 2020
Difficulty Translation in Histopathology Images Jerry W. Wei A. Suriawinata Xiaoying Liu Bing Ren Mustafa Nasir-Moin Naofumi Tomita Jason W. Wei Saeed Hassanpour MedIm 16 5 0 27 Apr 2020
Radiologist-Level COVID-19 Detection Using CT Scans with Detail-Oriented Capsule Networks Aryan Mobiny P. Cicalese Samira Zare Pengyu Yuan Mohammadsajad Abavisani Carol C. Wu J. Ahuja P. D. Groot H. Nguyen MedIm 15 96 0 16 Apr 2020
A Survey of Deep Learning for Scientific Discovery M. Raghu Erica Schmidt OOD AI4CE 35 120 0 26 Mar 2020
Vulnerabilities of Connectionist AI Applications: Evaluation and Defence Christian Berghoff Matthias Neu Arndt von Twickel AAML 17 23 0 18 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 267 10,348 0 12 Dec 2018
Generating Multi-label Discrete Patient Records using Generative Adversarial Networks E. Choi Siddharth Biswal B. Malin J. Duke Walter F. Stewart Jimeng Sun SyDa GAN 147 569 0 19 Mar 2017