Research Article

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

Table 4

Sample performance metrics for caltech-256.

ClassNumber of imagesPrecisionRecallF1Accuracy (top-1)

002. American-flag780.87500.95450.91300.8519
046. Computer-monitor1060.96880.88570.92540.8684
064. Elephant-1011050.96880.96880.96880.9429
105. Horse2160.90770.98330.94400.8971
127. Laptop-1011020.93550.87880.90630.8286
145. Motorbikes-1016380.99480.96940.98190.9645
232. T-shirt2860.95350.89130.92130.8571
240. Watch-1011610.91670.97780.94620.9020
251. Airplanes-1016400.97920.99470.98690.9744
253. Faces-easy-1013480.95190.99000.97060.9439
Total26800.94520.94940.94640.9031