SinGAN-Seg: Synthetic training data generation for medical image
segmentation

SinGAN-Seg: Synthetic training data generation for medical image segmentation

29 June 2021

Vajira Thambawita

Sajad Amouei Sheshkal

Steven A. Hicks

Sravanthi Parasa

Thomas de Lange

Michael A. Riegler

Papers citing "SinGAN-Seg: Synthetic training data generation for medical image segmentation"

12 / 12 papers shown

Title
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 29 0 0 09 May 2025
Leveraging Modified Ex Situ Tomography Data for Segmentation of In Situ Synchrotron X-Ray Computed Tomography Tristan Manchester Adam Anders Julio Spadotto Hannah Eccleston William Beavan Hugues Arcis Brian J. Connolly 22 0 0 27 Apr 2025
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future Trends Jiaxin Mei Tao Zhou Kaiwen Huang Yizhe Zhang Yi Zhou Ye Wu Huazhu Fu 149 12 0 20 Jan 2025
Synthetic dual image generation for reduction of labeling efforts in semantic segmentation of micrographs with a customized metric function Matias Oscar Volman Stern Dominic Hohs Markos Diomataris Michael J. Black Gerhard Schneider DiffM 29 0 0 01 Aug 2024
Mitigating annotation shift in cancer classification using single image generative models Marta Buetas Arcas Richard Osuala Karim Lekadir Oliver Díaz 31 0 0 30 May 2024
Polyp-DDPM: Diffusion-Based Semantic Polyp Synthesis for Enhanced Segmentation Zolnamar Dorjsembe H. Pao Furen Xiao MedIm 15 6 0 06 Feb 2024
Joint one-sided synthetic unpaired image translation and segmentation for colorectal cancer prevention Enric Moreu Eric Arazo Kevin McGuinness Noel E. O'Connor MedIm 16 2 0 20 Jul 2023
Deep Learning of Crystalline Defects from TEM images: A Solution for the Problem of "Never Enough Training Data" Kishan Govind D. Oliveros A. Dlouhý M. Legros Stefan Sandfeld 18 8 0 12 Jul 2023
Automated computed tomography and magnetic resonance imaging segmentation using deep learning: a beginner's guide Diedre Carmo G. Pinheiro Lívia Rodrigues Thays Abreu R. Lotufo Letícia Rittner OOD 24 4 0 12 Apr 2023
Style Augmentation improves Medical Image Segmentation Kévin Ginsburger 8 0 0 02 Nov 2022
PolypConnect: Image inpainting for generating realistic gastrointestinal tract images with polyps Jan Andre Fagereng Vajira Thambawita A. Storaas Sravanthi Parasa Thomas de Lange P. Halvorsen Michael A. Riegler MedIm 17 7 0 30 May 2022
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis Bingchen Liu Yizhe Zhu Kunpeng Song Ahmed Elgammal 165 233 0 12 Jan 2021