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 setBinary classificationMulticlass classification
AccSensSpecF1 scoreAccF1 score
CalFCLPMC

Original data set0.93300.90120.94670.93100.82740.81730.81680.81080.8569
Augmented data set0.94740.93240.95240.95720.91910.90890.91610.87020.8878