13 citations · 13 across the 3 of their papers we have counts for
4 papers
EndoFSA: Endoscopic Few-Shot Image Generation via Rank-Constrained Parameter Adaptation
Panagiota Gatoula, Grigoris Karypidis, Dimitris K. Iakovidis
WCE produces large-scale gastrointestinal image data yet pathological findings remain significantly underrepresented limiting the generalization performance of deep-learning based…
Interpretable Similarity of Synthetic Image Utility
Panagiota Gatoula, George Dimas, Dimitris K. Iakovidis
Synthetic medical image data can unlock the potential of deep learning (DL)-based clinical decision support (CDS) systems through the creation of large scale, privacy-preserving, t…
Clinical Evaluation of Medical Image Synthesis: A Case Study in Wireless Capsule Endoscopy
Panagiota Gatoula, Dimitrios E. Diamantis, Anastasios Koulaouzidis +10
Synthetic Data Generation (SDG) based on Artificial Intelligence (AI) can transform the way clinical medicine is delivered by overcoming privacy barriers that currently render clin…
This Intestine Does Not Exist: Multiscale Residual Variational Autoencoder for Realistic Wireless Capsule Endoscopy Image Generation
Dimitrios E. Diamantis, Panagiota Gatoula, Anastasios Koulaouzidis +1
Medical image synthesis has emerged as a promising solution to address the limited availability of annotated medical data needed for training machine learning algorithms in the con…