目录
使用一个函数实现两张图像合并,通过参数指定合并方式(水平或垂直或加权)。
CV实现
import cv2
import numpy as np
def merge_images_cv(image_path1, image_path2, method='horizontal', alpha=0.5):
# 读取图像
img1 = cv2.imread(image_path1)
img2 = cv2.imread(image_path2)
# 确保 alpha 在 0 和 1 之间
alpha = max(0, min(alpha, 1))
if method == 'horizontal':
# 调整 img2 到 img1 的高度
img2 = cv2.resize(img2, (img2.shape[1], img1.shape[0]))
# 水平合并
merged_img = np.hstack((img1, img2))
# merged_img = np.concatenate((image1, image2), axis=1)
elif method == 'vertical':
# 调整 img2 到 img1 的宽度
img2 = cv2.resize(img2, (img1.shape[1], img2.shape[0]))
# 垂直合并
merged_img = np.vstack((img1, img2))
# merged_img = np.concatenate((image1, image2), axis=0)
elif method == 'weighted':
# 加权合并,确保两张图像大小相同
img2 = cv2.resize(img2, (img1.shape[1], img1.shape[0]))
# 加权合并
merged_img = cv2.addWeighted(img1, alpha, img2, 1 - alpha, 0)
else:
raise ValueError("Method must be 'horizontal', 'vertical', or 'weighted'")
return merged_img
# 使用示例
merged_image = merge_images_cv('path_to_first_image.jpg', 'path_to_second_image.jpg', method='horizontal')
cv2.imwrite('merged_image.jpg', merged_image)
PIL实现
from PIL import Image
def merge_images_pil(image_path1, image_path2, method='horizontal', alpha=0.5):
# 打开图像
img1 = Image.open(image_path1)
img2 = Image.open(image_path2)
# 确保 alpha 在 0 和 1 之间
alpha = max(0, min(alpha, 1))
if method == 'horizontal':
# 调整 img2 到 img1 的高度
img2 = img2.resize((img2.width, img1.height))
# 水平合并
merged_img = Image.new('RGB', (img1.width + img2.width, img1.height))
merged_img.paste(img1, (0, 0))
merged_img.paste(img2, (img1.width, 0))
elif method == 'vertical':
# 调整 img2 到 img1 的宽度
img2 = img2.resize((img1.width, img2.height))
# 垂直合并
merged_img = Image.new('RGB', (img1.width, img1.height + img2.height))
merged_img.paste(img1, (0, 0))
merged_img.paste(img2, (0, img1.height))
elif method == 'weighted':
# 加权合并,确保两张图像大小相同
img2 = img2.resize((img1.width, img1.height))
# 加权合并
merged_img = Image.blend(img1, img2, alpha)
else:
raise ValueError("Method must be 'horizontal', 'vertical', or 'weighted'")
return merged_img
# 使用示例
merged_image = merge_images_pil('path_to_first_image.jpg', 'path_to_second_image.jpg', method='horizontal')
merged_image.save('merged_image.jpg')