opencv python 圖像疊加/圖像融合/按位操做

Arithmetic Operations on Images html

1圖像疊加

能夠經過OpenCV函數cv.add()或簡單地經過numpy操做添加兩個圖像,res = img1 + img2.兩個圖像應該具備相同的深度和類型,或者第二個圖像能夠是標量值.函數

NOTE:ui

  • OpenCV添加是飽和操做,也就是有上限值,而Numpy添加是模運算。
  • 添加兩個圖像時, OpenCV功能將提供更好的結果.因此老是更好地堅持OpenCV功能.

代碼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

輸出:
[[255]]
[4]

2圖像融合

這也是圖像加法,可是對圖像賦予不一樣的權重(0到1之間),使得它具備混合感或透明感。
代碼code

import cv2
import numpy as np

img1 = cv2.imread('img.jpg')
img2 = cv2.imread('img2.jpg')
img2 = cv2.resize(img2,(480,331))#統一圖片大小

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運算.
但願將opencv徽標放在圖像上方,若是疊加兩個圖像,它將改變顏色;若是融合兩個圖像,會獲得一個透明的效果. 我但願它不透明,若是它是一個矩形區域,我能夠使用ROI按以前描述的操做,可是opencv徽標並非矩形,能夠按位操做完成相關功能.htm

代碼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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