Multiscale Feature Filtering Network for Image Recognition System in Unmanned Aerial Vehicle

Table 3

Single 224 × 224 cropped top-1 error (%) and complexity comparisons on CIFAR-100. Atrous rate .

Models	#P	Top-1 error rate (%)
ShuffleNetV2 1 ×	1.36	30.58
MobileNetV2 1 ×	2.37	30.21
ResNet-50	23.68	21.55
ResNet-101	42.70	21.25
ResNeXt-50 (32c × 4d)	23.14	20.59
ResNeXt-29 (2c × 64d)	9.22	22.63
ResNeXt-29 (4c × 64)	36.58	21.29
DenseNet-BC-121 (k = 12)	7.05	22.93
ShuffleNetV2 1 × + MFF	1.41	29.62
MobileNetV2 1 × + MFF	2.53	29.27
MFFNet-50	24.86	21.06
MFFNet-101	44.23	20.31
MFFNeXt-50 (32c × 4d)	24.61	20.03
MFFNeXt-29 (2c × 64d)	9.37	19.78
MFFNeXt-29 (4c × 64d)	37.85	17.36
DenseNet-BC-121 (k = 12) + MFF	7.59	21.54