Research Article

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

Table 3

CNN parameters used for feature map generation from the Pretrained Models.

CNN parametersResNet101MobileNetVGG19InceptionResNetv2

Convlayer nameconv1conv_1conv1_1conv2d_1
No.of layers34715547825
Input image size[224,224,3][224,224,3][224,224,3][299,299,3]
Filter size7 × 73 × 33 × 33 × 3
No of filters64326432
Stride[2,2][2,2][1,1][2,2]
Dilation factor[1,1][1,1][1,1][1,1]
Padding size[3,3,3,3][0,1,0,1][1,1,1,1][0,0,0,0]
Weight initializationGlorotGlorotGlorotGlorot
Feature layerfc1000Logitsfc8Predictions