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"

18 / 18 papers shown

Title
Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation Kunpeng Qiu Zhiqiang Gao Zhiying Zhou Mingjie Sun Yongxin Guo MedIm 46 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 37 0 0 27 Apr 2025
Privacy-Preserving Dataset Combination Keren Fuentes Mimee Xu Irene Chen 48 0 0 09 Feb 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 162 13 0 20 Jan 2025
GAUDA: Generative Adaptive Uncertainty-guided Diffusion-based Augmentation for Surgical Segmentation Yannik Frisch Christina Bornberg Moritz Fuchs Anirban Mukhopadhyay MedIm 33 0 0 18 Jan 2025
Frontiers in Intelligent Colonoscopy Ge-Peng Ji Jingyi Liu Peng Xu Nick Barnes Fahad Shahbaz Khan Salman Khan Deng-Ping Fan 49 4 0 22 Oct 2024
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 42 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 46 0 0 30 May 2024
Hyperparameter-Free Medical Image Synthesis for Sharing Data and Improving Site-Specific Segmentation A. Chebykin Peter A. N. Bosman Tanja Alderliesten MedIm 37 0 0 09 Apr 2024
Polyp-DDPM: Diffusion-Based Semantic Polyp Synthesis for Enhanced Segmentation Zolnamar Dorjsembe H. Pao Furen Xiao MedIm 33 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 42 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 30 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 45 4 0 12 Apr 2023
Mask-conditioned latent diffusion for generating gastrointestinal polyp images Roman Machávcek Leila Mozaffari Z. Sepasdar Sravanthi Parasa P. Halvorsen Michael A. Riegler Vajira Thambawita MedIm DiffM 16 17 0 11 Apr 2023
Towards General Purpose Medical AI: Continual Learning Medical Foundation Model Huahui Yi Ziyuan Qin Qicheng Lao Wei Xu Zekun Jiang Dequan Wang Shaoting Zhang Kang Li OOD MedIm CLL 40 11 0 12 Mar 2023
Style Augmentation improves Medical Image Segmentation Kévin Ginsburger 30 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 34 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 176 234 0 12 Jan 2021