A VAE-based unsupervised segmentation pipeline quantifies biofilm formation inside microfluidic droplets over time, with manually selected latent thresholds and pixel-area cutoffs defining biofilm classes.
Title resolution pending
1 Pith paper cite this work, alongside 519 external citations. Polarity classification is still indexing.
1
Pith paper citing it
519
external citations · OpenAlex
citation-role summary
background 1
citation-polarity summary
fields
physics.bio-ph 1years
2025 1verdicts
REJECT 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
Latent Space-Driven Quantification of Biofilm Formation using Time Resolved Droplet Microfluidics
A VAE-based unsupervised segmentation pipeline quantifies biofilm formation inside microfluidic droplets over time, with manually selected latent thresholds and pixel-area cutoffs defining biofilm classes.