Fig. 3: Droplet and cell recognition performance tests at various imaging planes, as well as droplet and cell data analysis. | Microsystems & Nanoengineering

Fig. 3: Droplet and cell recognition performance tests at various imaging planes, as well as droplet and cell data analysis.

From: Intelligent single-cell manipulation: LLMs- and object detection-enhanced active-matrix digital microfluidics

Fig. 3: Droplet and cell recognition performance tests at various imaging planes, as well as droplet and cell data analysis.The alternative text for this image may have been generated using AI.

a Model’s predictions were produced for droplets (red boxes), cells (pink boxes), and oil bubbles (orange boxes) at different imaging planes. b Model precision rates achieved for droplet recognition at various distances from the focal plane. c Model precision rates achieved for cell recognition at various distances from the focal plane. Marginal histograms of droplet (d) and cell (e) heights and widths obtained by the cell recognition model and manual measurements

Back to article page