TABLE 2.
First and third quartiles of classification accuracy scores for empty droplets, droplets containing a single cell and droplets containing multiple cells obtained with ResNet-50 models (n = 10), in presence or absence of nanobeads in the droplets.
| Training dataset | Testing dataset | First and third quartile of accuracy scores (%) | ||
|---|---|---|---|---|
| Empty | Single cell | Multiple cell | ||
| Cells only | Cells only | 94.2–99.9 | 96.8–98.9 | 99.1–99.5 |
| Cells with beads | 7.9–43.8 | 14.3–39.6 | 92.0–98.3 | |
| Cells with beads | Cells only | 100–100 | 87.0–93.3 | 89.9–95.2 |
| Cells with beads | 99.5–99.9 | 67.7–83.6 | 81.8–90.8 | |
The scores were calculated with 1,000 images for each condition.