Table 4 Comparison of image classification performance on Tiny-ImageNet using low-resolution images.

From: Multi-grained pooling network for age estimation in degraded low-resolution images

Model

Top-1 accuracy(%)

Params

CvN54

45.47

0.85M

ResNet-184

61.68

11.7M

ResNet18-SPD29

62.86

12.1M

ResNet18-MGIL31

63.61

12.8M

WaveMix-224/12(level 2)52

64.51

22.8M

ResNet50-SPD29

64.52

27.2M

ResNext-5053

65.04

25.0M

MGPNet

65.58

8.7M