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本篇博客主要介绍cv2模块中的surf,即加速版的SIFT。
示例代码:
- # encoding:utf-8
- import cv2
- import matplotlib.pyplot as plt
-
- img = cv2.imread('../data/butterfly.jpg', 0)
- surf = cv2.xfeatures2d.SURF_create(400)
-
- kp, des = surf.detectAndCompute(img, None)
-
- print(surf.getHessianThreshold())
-
- surf.setHessianThreshold(50000)
-
- kp, des = surf.detectAndCompute(img, None)
-
- img2 = cv2.drawKeypoints(img, kp, None, (255, 0, 0), 4)
-
- plt.imshow(img2)
- plt.show()
-
- print(surf.descriptorSize())
-
- print(surf.getExtended())
- surf.setExtended(True)
- kp, des = surf.detectAndCompute(img, None)
- print(surf.descriptorSize())
- print(des.shape)
测试图像:
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