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Network output results for test data sets. Training and validation images are drawn from an augmented data set. Test data are unaugmented. Balanced test data include equal numbers of images with 0, 1, 2, 3, and 4 beads, while representative test data include a distribution of bead cluster sizes that is representative of real samples.
| Image Data Set | Network Output Accuracy |
|---|---|
|
| |
| Training | 89.28% |
| Validation | 82.06% |
| Test (Balanced) | 81.33% |
| Test (Representative) | 88.58% |
