Enhancing Colony Detection of Microorganisms in Agar Dishes Using SAM-Based Synthetic Data Augmentation in Low-Data Scenarios

In many medical and pharmaceutical processes, continuous hygiene monitoring relies on manual detection of microorganisms in agar dishes by skilled personnel. While deep learning offers the potential for automating this task, it often faces limitations due to insufficient training data, a common issu...

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Bibliografische Detailangaben

Hauptverfasser:	Kim Mennemann, Nikolas Ebert, Laurenz Reichardt, Oliver Wasenmüller
Format:	Artigo
Sprache:	Inglês
Veröffentlicht:	MDPI AG 2025-01-01
Schriftenreihe:	Applied Sciences
Schlagworte:	colony detection medical image analysis synthetic images data augmentation
Online-Zugang:	https://www.mdpi.com/2076-3417/15/3/1260
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