Example #1
0
    def test_laplacian_pyramid(self):
        input_imgs = [
            'test_lapl1_pyr.npy', 'test_lapl2_pyr.npy', 'test_lapl3_pyr.npy'
        ]
        ref_imgs = [
            'test_lapl1_pyr_ref.npy', 'test_lapl2_pyr_ref.npy',
            'test_lapl3_pyr_ref.npy'
        ]
        levels = [5, 5, 4]

        for i in range(3):
            f1 = input_imgs[i]
            f2 = ref_imgs[i]

            test_array = np.load(INPUT_DIR + f1)

            l_pyr = ps4.laplacian_pyramid(test_array)

            l_pyr_ref = np.load(INPUT_DIR + f2)

            for l in range(levels[i]):
                correct = np.allclose(l_pyr[l], l_pyr_ref[l], atol=0.1)

                error_msg = "Value at level {} does not match the answer. " \
                            "Make sure your expand() function is passing " \
                            "the autograder.\n".format(l)

                self.assertTrue(correct, error_msg)
Example #2
0
def part_2():

    yos_img_01 = cv2.imread(
        os.path.join(input_dir, 'DataSeq1', 'yos_img_01.jpg'), 0) / 255.

    # 2a
    levels = 4
    yos_img_01_g_pyr = ps4.gaussian_pyramid(yos_img_01, levels)
    yos_img_01_g_pyr_img = ps4.create_combined_img(yos_img_01_g_pyr)

    cv2.imshow('combined', yos_img_01_g_pyr_img)
    cv2.waitKey(0)
    cv2.destroyAllWindows()

    cv2.imwrite("output/ps4-2-a-1.png", yos_img_01_g_pyr_img)

    # 2b
    yos_img_01_l_pyr = ps4.laplacian_pyramid(yos_img_01_g_pyr)

    yos_img_01_l_pyr_img = ps4.create_combined_img(yos_img_01_l_pyr)

    cv2.imshow('combined', yos_img_01_l_pyr_img)
    cv2.waitKey(0)
    cv2.destroyAllWindows()

    cv2.imwrite("output/ps4-2-b-1.png", yos_img_01_l_pyr_img)
def part_2():

    yos_img_01 = cv2.imread(
        os.path.join(input_dir, 'DataSeq1', 'yos_img_01.jpg'), 0) / 255.

    # 2a
    levels = 4
    yos_img_01_g_pyr = ps4.gaussian_pyramid(yos_img_01, levels)
    yos_img_01_g_pyr_img = ps4.create_combined_img(yos_img_01_g_pyr)
    cv2.imwrite(os.path.join(output_dir, "ps4-2-a-1.png"),
                yos_img_01_g_pyr_img)

    # 2b
    yos_img_01_l_pyr = ps4.laplacian_pyramid(yos_img_01_g_pyr)
    yos_img_01_l_pyr_img = ps4.create_combined_img(yos_img_01_l_pyr)
    cv2.imwrite(os.path.join(output_dir, "ps4-2-b-1.png"),
                yos_img_01_l_pyr_img)