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

Table 6

Computation time(in mins) for the Proposed Method - DeepLumina on DTD dataset.

	RGB	DeepLumina: proposed method
Pretrained models	RGB	RGB + Y	RGB + L	RGB + V	RGB + Y
ColorSpaces	RGB [18]	YCbCr	L ^∗ a ^∗ b ^∗	HSV	YIQ
MobileNet + SVM	1.76	2.98	2.96	3.06	3.04
ResNet50 + SVM	2.95	5.05	5.02	5.43	5.42
ResNet101 + SVM	4.91	8.8	8.78	8.71	9.29
DenseNet201 + SVM	6.28	11.64	11.39	11.66	11.51
AlexNet + SVM	1.89	2.18	2.33	2.20	2.41
VGG19 + SVM	5.17	9.16	10.01	10.19	9.51
Inceptionv3 + SVM	4.09	7.32	7.3	7.36	7.39
InceptionResNetv2 + SVM	7.95	15.69	15.33	15.59	15.53