I'd like to use import cv2
instead of from skimage import feature
with local_binary_pattern because GPU doesn't support skimage library and I need to use it in real-time which requires high frame per second.
Full my code:
# import the necessary packages
from skimage import feature
import numpy as np
# import cupy as np
class LocalBinaryPatterns:
def __init__(self, numPoints, radius):
# store the number of points and radius
self.numPoints = numPoints
self.radius = radius
def describe(self, image, eps=1e-7):
# compute the Local Binary Pattern representation
# of the image, and then use the LBP representation
# to build the histogram of patterns
lbp = feature.local_binary_pattern(image, self.numPoints,
self.radius, method="uniform")
(hist, _) = np.histogram(lbp.ravel(),
bins=np.arange(0, self.numPoints + 3),
range=(0, self.numPoints + 2))
# normalize the histogram
hist = hist.astype("float")
hist /= (hist.sum() + eps)
# return the histogram of Local Binary Patterns
return hist
For copyright, you can get it here
Please help me or any suggestions?
Thank you in advance!