Author

Ilias Maglogiannis

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Preprint Sep 2026

The Effect of Tissue Detection on False Positives of Diffusion-Based Artifact Detection in Histopathology

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 tissue-detection step is usually treated as neutral. We tested whether it is. On 16 annotated slides from The Cancer Genome Atlas, we rebuil...

Konstantinos Moutselos, Ilias Maglogiannis · 0 citations

#artificial intelligence Preprint Aug 2026

Reliable Benchmarking of Artifact Detection in Computational Pathology: A Reproducibility and Uncertainty Analysis

A reliability protocol for small-cohort benchmarks that separates reproducible effects from differences the evaluation cannot resolve, and is cheap enough to accompany any evaluation on such a resource and separate reproducible effects from differences the evaluation cannot resolve.

Konstantinos Moutselos, Ilias Maglogiannis · 1 citation