DeepLumina: A Method Based on Deep Features and Luminance Information for Color Texture Classification

Table 9

Comparative Analysis for the DTD dataset.

Authors	Method	Accuracy
Cimpoi et al. [24]	FC-CNN	63.4 ± 0.9
Cimpoi et al. [24]	FV-CNN	72.9 ± 0.8
Simon et al. [18]	Deep features + SVM	66.49
Cimpoi et al. [27]	IFV + DeCAF	66.7
Dai et al. [56]	FASON (conv5)	72.3 ± 0.6
Dai et al. [56]	FASON (conv4 + conv5)	72.9 ± 0.7
Cerezo et al. [57]	ResNet50-FC	60.8
DeepLumina (Proposed)	Deep Features (ResNet101) + luminance + SVM	73.63 ± 0.5