Research Article
IRR-Net: A Joint Learning Framework for Image Reconstruction and Recognition of Photoacoustic Tomography
Table 6
Evaluation metrics for binary classification and multiclass classification before and after data augmentation in the simulation study.
| Data set | Binary classification | Multiclass classification | Acc | Sens | Spec | F1 score | Acc | F1 score | Cal | FC | LP | MC |
| Original data set | 0.9330 | 0.9012 | 0.9467 | 0.9310 | 0.8274 | 0.8173 | 0.8168 | 0.8108 | 0.8569 | Augmented data set | 0.9474 | 0.9324 | 0.9524 | 0.9572 | 0.9191 | 0.9089 | 0.9161 | 0.8702 | 0.8878 |
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