我有两张照片。我想从一个图像中抓取一个区域(多边形,而不是矩形),并将该区域复制到另一个图像上。我怎么能做到这一点?这是我到目前为止所拥有的。
#I can also create a mask that has the same number of channels (3)
src1_mask = np.zeros(src1.shape)
#create a polygon for region of interest
poly = np.array([ [150,150], [200,100], [350,150], [350,200], [300,220], [200,200], [190,180] ], np.int32)
cv2.fillPoly(src1_mask, [poly], (255,255,255))
此时我已加载了两张图片,并且我有一个区域的多边形和蒙版。现在我不知道如何使用这个掩码/多边形将src1的那部分复制到src2上。
import cv2
import numpy as np
import matplotlib.pyplot as pst
#load two images
srcfilename = 'foo.jpg'
src1 = cv2.imread(srcfilename)
srcfilename = 'bar.jpg'
src2 = cv2.imread(srcfilename)
#create mask template
src1_mask = src1.copy()
src1_mask = cv2.cvtColor(src1_mask,cv2.COLOR_BGR2GRAY)
src1_mask.fill(0)
#define polygon around region
poly = np.array([ [0,0], [20,0], [65,40], [150,40], [225,5], [225,170],[120,200], [10,190] ], np.int32)
#fill polygon in mask
_ = cv2.fillPoly(src1_mask, [poly], 255)
#create region of interest
roi = src2[np.min(poly[:,1]):np.max(poly[:,1]),np.min(poly[:,0]):np.max(poly[:,0])]
mask = src1_mask[np.min(poly[:,1]):np.max(poly[:,1]),np.min(poly[:,0]):np.max(poly[:,0])]
mask_inv = cv2.bitwise_not(mask)
img1_bg = cv2.bitwise_and(roi,roi,mask = mask_inv)
src1_cut = src1[np.min(poly[:,1]):np.max(poly[:,1]),np.min(poly[:,0]):np.max(poly[:,0])]
img2_fg = cv2.bitwise_and(src1_cut,src1_cut,mask = mask)
# Put logo in ROI and modify the main image
dst = cv2.add(img1_bg,img2_fg)
src2_final = src2.copy()
src2_final[np.min(poly[:,1]):np.max(poly[:,1]),np.min(poly[:,0]):np.max(poly[:,0])] = dst
plt.imshow(cv2.cvtColor(src2_final, cv2.COLOR_BGR2RGB))
最终编辑
使用按位操作我已经能够达到我想要的效果。这是示例代码。
zip
答案 0 :(得分:4)
假设src1是你的图像而src1_mask是你的二进制掩码:
src1_mask=cv2.cvtColor(src1_mask,cv2.COLOR_GRAY2BGR)#change mask to a 3 channel image
mask_out=cv2.subtract(src1_mask,src1)
mask_out=cv2.subtract(src1_mask,mask_out)
现在,mask_out包含位于您定义的多边形内部的图像src1部分。
答案 1 :(得分:0)
假设 src1 是源图像 poly 是您的多边形, src2 是您要复制的目标图片 poly 强>
将poly复制到遮罩:
mask = np.zeros(src1.shape)
cv2.fillPoly(mask,[poly],1)
poly_copied = np.multiply(mask,src1)
src2中的Maskout poly:
mask = np.ones(src2)
#assuming src1 and src2 are of same size
cv2.fillPoly(mask,[poly],0)
src2 = np.multiply(mask,src2)
将poly复制到src2:
src2 = np.add(poly_copied,src2)