Research Article

Image Classification Based on Light Convolutional Neural Network Using Pulse Couple Neural Network

Table 3

Sample performance metrics for caltech-101.

ClassNumber of imagesPrecisionRecallF1Accuracy (top-1)

Airplanes8000.98210.98210.98210.9651
Bonsai1280.97500.97500.97500.9535
Camera501.00000.93750.96770.9444
Cannon431.00000.92860.96300.9375
Dalmatian670.95001.00000.97440.9545
Elephant640.94740.94740.94740.9091
Euphonium641.00000.95000.97440.9545
Faces4350.99230.99230.99230.9850
Pizza531.00000.94120.96970.9474
Soccer_ball641.00000.95000.97440.9545
Sunflower850.96150.96150.96150.9310
Total91150.97220.94370.95710.9270