Mastering Computer Vision with TensorFlow 2.x

Generating an LBP pattern

The principal steps for LBP pattern generation are as follows:

1. Convert RGB image A into grayscale image G.
2. For each pixel with intensity I_c (x,y) in image G, choose P neighboring points (p₀, p₁ .. p_P-1) with corresponding intensity (I₀, I₁ .. I_P-1) at radius R. The radius is defined in pixel units as the difference between two pixels. The pixel and the neighboring points represent a sliding window, W, of the image, G. For radius R = 1, P becomes 8, as shown here.

The sliding window, W₀, is represented as an array with . Here, points 0 to P-1 represent the intensity of P points around the center pixel, c:

The relationship ...