Deep learning-based morphology classification of activated sludge flocs in wastewater treatment plants

A deep learning-based two-label classifier 1 recognized a 20% morphological change in the activated flocs. Classifier-2 quantitatively recognized an abundance of filamentous bacteria in activated flocs.