U. Yurtsever

Cross-Domain Evaluation of Modern Deep Learning Architectures for Microscopic Diatom Classification

Automatic classification of microscopic images is important for water-quality monitoring and ecosystem-health assessment, but existing deep-learning solutions are usually validated on single-source datasets and overlook the domain shift that arises across laboratories. This study evaluates how five representative deep-...