Tootfinder

Latent Space-Driven Quantification of Biofilm Formation using Time Resolved Droplet Microfluidics
Daniela P\'erez Guerrero, Jes\'us Manuel Ant\'unez Dom\'inguez, Aur\'elie Vigne, Daniel Midtvedt, Wylie Ahmed, Lisa D. Muiznieks, Giovanni Volpe, Caroline Beck Adiels
https://arxiv.org/abs/2507.07632

Latent Space-Driven Quantification of Biofilm Formation using Time Resolved Droplet Microfluidics
Bacterial biofilms play a significant role in various fields that impact our daily lives, from detrimental public health hazards to beneficial applications in bioremediation, biodegradation, and wastewater treatment. However, high-resolution tools for studying their dynamic responses to environmental changes and collective cellular behavior remain scarce. To characterize and quantify biofilm development, we present a droplet-based microfluidic platform combined with an image analysis tool for i…