Quantification of morphological characteristics and filamentous bacteria in activated-sludge flocs through quantitative image-analysis techniques incorporating image-processing software and U-Net deep-learning framework

Uthpala Kaushalya, Yuki Nakaya, Shota Ishizaki, Kai Sugino, Reiko Hirano, Hisashi Satoh