PLANET: Improved Convolutional Neural Networks with Image Enhancement for Image Classification

Table 1

Test error rates (%) of InnerMove, Cutout, and RandomErasing on CIFAR-10 and CIFAR-100 and C10 and C100 for brevity are illustrated in this table. “+” means training data are augmented by color jitter and brightness adjustment. It is worth noting that the best results are marked in bold.

Method	C10	C10+	C100	C100+
Resnet18 [24]	10.04	6.67	35.84	26.52
Resnet18+Cutout	9.14	5.91	34.37	26.77
Resnet18+RandomErasing	9.47	5.65	35.2	27.16
Resnet18+InnerMove-4	8.6	5.6	32.42	25.56