2 citations · 3 across the 6 of their papers we have counts for
8 papers
The Effect of Tissue Detection on False Positives of Diffusion-Based Artifact Detection in Histopathology
Konstantinos Moutselos, Ilias Maglogiannis
One-class artifact detectors for whole-slide images learn normal tissue from a clean training pool and flag departures from it. The pool is built by a preprocessing pipeline whose…
Conditioning noise is a free regularizer for LoRA fine-tuning: no pathology encoder required for diffusion-based artifact detection in histopathology
Konstantinos Moutselos, Ilias Maglogiannis
Diffusion-based artifact detectors score whole-slide image patches by reconstruction error under a model fine-tuned on clean tissue. We show that conditioning this fine-tuning on r…
Reliable Benchmarking of Artifact Detection in Computational Pathology: A Reproducibility and Uncertainty Analysis
Konstantinos Moutselos, Ilias Maglogiannis
Background and Objective: Quality control is a prerequisite for whole-slide image analysis, yet the benchmarks on which quality-control methods are compared share four properties t…
Zero-Shot Generative De-identification: Inversion-Free Flow for Privacy-Preserving Skin Image Analysis
Konstantinos Moutselos, Ilias Maglogiannis
The secure analysis of dermatological images in clinical environments is fundamentally restricted by the critical trade-off between patient privacy and the preservation of diagnost…
Zero-shot Segmentation of Skin Conditions: Erythema with Edit-Friendly Inversion
Konstantinos Moutselos, Ilias Maglogiannis
This study proposes a zero-shot image segmentation framework for detecting erythema (redness of the skin) using edit-friendly inversion in diffusion models. The method synthesizes…
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification
Kexue Fu, Xiaoyuan Luo, Linhao Qu +5
The expensive fine-grained annotation and data scarcity have become the primary obstacles for the widespread adoption of deep learning-based Whole Slide Images (WSI) classification…
Setting a Baseline for long-shot real-time Player and Ball detection in Soccer Videos
Konstantinos Moutselos, Ilias Maglogiannis
Players and ball detection are among the first required steps on a football analytics platform. Until recently, the existing open datasets on which the evaluations of most models w…
Intelligent Sampling Consensus for Homography Estimation in Football Videos Using Featureless Unpaired Points
George Nousias, Konstantinos Delibasis, Ilias Maglogiannis
Estimating the homography matrix between images captured under radically different camera poses and zoom factors is a complex challenge. Traditional methods rely on the Random Samp…