unit_tests.py 文件源码

python
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项目:object-classification 作者: HenrYxZ 项目源码 文件源码
def test_descriptors():
    img = cv2.imread(constants.TESTING_IMG_PATH)
    cv2.imshow("Normal Image", img)
    print("Normal Image")
    option = input("Enter [1] for using ORB features and other number to use SIFT.\n")
    start = time.time()
    if option == 1:
        orb = cv2.ORB()
        kp, des = orb.detectAndCompute(img, None)
    else:
        sift = cv2.SIFT()
        kp, des = sift.detectAndCompute(img, None)
    end = time.time()
    elapsed_time = utils.humanize_time(end - start)
    des_name = constants.ORB_FEAT_NAME if option == ord(constants.ORB_FEAT_OPTION_KEY) else constants.SIFT_FEAT_NAME
    print("Elapsed time getting descriptors {0}".format(elapsed_time))
    print("Number of descriptors found {0}".format(len(des)))
    if des is not None and len(des) > 0:
        print("Dimension of descriptors {0}".format(len(des[0])))
    print("Name of descriptors used is {0}".format(des_name))
    img2 = cv2.drawKeypoints(img, kp)
    # plt.imshow(img2), plt.show()
    cv2.imshow("{0} descriptors".format(des_name), img2)
    print("Press any key to exit ...")
    cv2.waitKey()
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