mirror of
https://github.com/opencv/opencv.git
synced 2024-12-03 08:19:52 +08:00
85 lines
2.2 KiB
Python
Executable File
85 lines
2.2 KiB
Python
Executable File
#!/usr/bin/env python
|
|
|
|
'''
|
|
Coherence-enhancing filtering example
|
|
=====================================
|
|
|
|
inspired by
|
|
Joachim Weickert "Coherence-Enhancing Shock Filters"
|
|
http://www.mia.uni-saarland.de/Publications/weickert-dagm03.pdf
|
|
'''
|
|
|
|
import numpy as np
|
|
import cv2 as cv
|
|
|
|
def coherence_filter(img, sigma = 11, str_sigma = 11, blend = 0.5, iter_n = 4):
|
|
h, w = img.shape[:2]
|
|
|
|
for i in range(iter_n):
|
|
print(i)
|
|
|
|
gray = cv.cvtColor(img, cv.COLOR_BGR2GRAY)
|
|
eigen = cv.cornerEigenValsAndVecs(gray, str_sigma, 3)
|
|
eigen = eigen.reshape(h, w, 3, 2) # [[e1, e2], v1, v2]
|
|
x, y = eigen[:,:,1,0], eigen[:,:,1,1]
|
|
|
|
gxx = cv.Sobel(gray, cv.CV_32F, 2, 0, ksize=sigma)
|
|
gxy = cv.Sobel(gray, cv.CV_32F, 1, 1, ksize=sigma)
|
|
gyy = cv.Sobel(gray, cv.CV_32F, 0, 2, ksize=sigma)
|
|
gvv = x*x*gxx + 2*x*y*gxy + y*y*gyy
|
|
m = gvv < 0
|
|
|
|
ero = cv.erode(img, None)
|
|
dil = cv.dilate(img, None)
|
|
img1 = ero
|
|
img1[m] = dil[m]
|
|
img = np.uint8(img*(1.0 - blend) + img1*blend)
|
|
print('done')
|
|
return img
|
|
|
|
|
|
def main():
|
|
import sys
|
|
try:
|
|
fn = sys.argv[1]
|
|
except:
|
|
fn = 'baboon.jpg'
|
|
|
|
src = cv.imread(cv.samples.findFile(fn))
|
|
|
|
def nothing(*argv):
|
|
pass
|
|
|
|
def update():
|
|
sigma = cv.getTrackbarPos('sigma', 'control')*2+1
|
|
str_sigma = cv.getTrackbarPos('str_sigma', 'control')*2+1
|
|
blend = cv.getTrackbarPos('blend', 'control') / 10.0
|
|
print('sigma: %d str_sigma: %d blend_coef: %f' % (sigma, str_sigma, blend))
|
|
dst = coherence_filter(src, sigma=sigma, str_sigma = str_sigma, blend = blend)
|
|
cv.imshow('dst', dst)
|
|
|
|
cv.namedWindow('control', 0)
|
|
cv.createTrackbar('sigma', 'control', 9, 15, nothing)
|
|
cv.createTrackbar('blend', 'control', 7, 10, nothing)
|
|
cv.createTrackbar('str_sigma', 'control', 9, 15, nothing)
|
|
|
|
|
|
print('Press SPACE to update the image\n')
|
|
|
|
cv.imshow('src', src)
|
|
update()
|
|
while True:
|
|
ch = cv.waitKey()
|
|
if ch == ord(' '):
|
|
update()
|
|
if ch == 27:
|
|
break
|
|
|
|
print('Done')
|
|
|
|
|
|
if __name__ == '__main__':
|
|
print(__doc__)
|
|
main()
|
|
cv.destroyAllWindows()
|