opencv python 图像叠加/图像融合/按位操做

Arithmetic Operations on Images html

1图像叠加

能够经过OpenCV函数cv.add()或简单地经过numpy操做添加两个图像,res = img1 + img2.两个图像应该具备相同的深度和类型,或者第二个图像能够是标量值.函数

NOTE:ui

  • OpenCV添加是饱和操做,也就是有上限值,而Numpy添加是模运算。
  • 添加两个图像时, OpenCV功能将提供更好的结果.因此老是更好地坚持OpenCV功能.

代码spa

import cv2
import numpy as np

x = np.uint8([250])
y = np.uint8([10])

print( cv2.add(x,y) ) # 250+10 = 260 => 255
print( x+y )          # 250+10 = 260 % 256 = 4

输出:
[[255]]
[4]

2图像融合

这也是图像加法,可是对图像赋予不一样的权重(0到1之间),使得它具备混合感或透明感。
代码code

import cv2
import numpy as np

img1 = cv2.imread('img.jpg')
img2 = cv2.imread('img2.jpg')
img2 = cv2.resize(img2,(480,331))#统一图片大小

dst = cv2.addWeighted(img1,0.5,img2,0.5,0)

cv2.imshow('dst',dst)
cv2.waitKey(0)
cv2.destroyAllWindows()

clipboard.png

3按位操做

包括按位AND,OR,NOT和XOR运算.
但愿将opencv徽标放在图像上方,若是叠加两个图像,它将改变颜色;若是融合两个图像,会获得一个透明的效果. 我但愿它不透明,若是它是一个矩形区域,我能够使用ROI按以前描述的操做,可是opencv徽标并非矩形,能够按位操做完成相关功能.htm

代码blog

import cv2
import numpy as np

img1 = cv2.imread('img.jpg')
img2 = cv2.imread('img1.jpg')

img2 = cv2.resize(img2,(100,100))
# I want to put logo on top-left corner, So I create a ROI
rows,cols,channels = img2.shape
roi = img1[0:rows, 0:cols ]

# Now create a mask of logo and create its inverse mask also
img2gray = cv2.cvtColor(img2,cv2.COLOR_BGR2GRAY)
ret, mask = cv2.threshold(img2gray, 200, 255, cv2.THRESH_BINARY)
mask_inv = cv2.bitwise_not(mask)

# Now black-out the area of logo in ROI
img1_bg = cv2.bitwise_and(roi,roi,mask = mask)

# Take only region of logo from logo image.
img2_fg = cv2.bitwise_and(img2,img2,mask = mask_inv)

# Put logo in ROI and modify the main image
dst = cv2.add(img1_bg,img2_fg)
img1[0:rows, 0:cols ] = dst

cv2.imshow('res',img1)
cv2.waitKey(0)
cv2.destroyAllWindows()

clipboard.png

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