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| 1 | +# -*- coding: utf-8 -*- |
| 2 | +# BY:Eastmount CSDN 2021-08-20 |
| 3 | +import cv2 |
| 4 | +import numpy as np |
| 5 | +import matplotlib.pyplot as plt |
| 6 | + |
| 7 | +#读取原始图像 |
| 8 | +img = cv2.imread('lena-hd.png') |
| 9 | + |
| 10 | +#获取图像高度和宽度 |
| 11 | +height = img.shape[0] |
| 12 | +width = img.shape[1] |
| 13 | + |
| 14 | +#创建一幅图像 |
| 15 | +new_img1 = np.zeros((height, width, 3), np.uint8) |
| 16 | +new_img2 = np.zeros((height, width, 3), np.uint8) |
| 17 | +new_img3 = np.zeros((height, width, 3), np.uint8) |
| 18 | + |
| 19 | +#图像量化等级为2的量化处理 |
| 20 | +for i in range(height): |
| 21 | + for j in range(width): |
| 22 | + for k in range(3): #对应BGR三分量 |
| 23 | + if img[i, j][k] < 128: |
| 24 | + gray = 0 |
| 25 | + else: |
| 26 | + gray = 128 |
| 27 | + new_img1[i, j][k] = np.uint8(gray) |
| 28 | + |
| 29 | +#图像量化等级为4的量化处理 |
| 30 | +for i in range(height): |
| 31 | + for j in range(width): |
| 32 | + for k in range(3): #对应BGR三分量 |
| 33 | + if img[i, j][k] < 64: |
| 34 | + gray = 0 |
| 35 | + elif img[i, j][k] < 128: |
| 36 | + gray = 64 |
| 37 | + elif img[i, j][k] < 192: |
| 38 | + gray = 128 |
| 39 | + else: |
| 40 | + gray = 192 |
| 41 | + new_img2[i, j][k] = np.uint8(gray) |
| 42 | + |
| 43 | +#图像量化等级为8的量化处理 |
| 44 | +for i in range(height): |
| 45 | + for j in range(width): |
| 46 | + for k in range(3): #对应BGR三分量 |
| 47 | + if img[i, j][k] < 32: |
| 48 | + gray = 0 |
| 49 | + elif img[i, j][k] < 64: |
| 50 | + gray = 32 |
| 51 | + elif img[i, j][k] < 96: |
| 52 | + gray = 64 |
| 53 | + elif img[i, j][k] < 128: |
| 54 | + gray = 96 |
| 55 | + elif img[i, j][k] < 160: |
| 56 | + gray = 128 |
| 57 | + elif img[i, j][k] < 192: |
| 58 | + gray = 160 |
| 59 | + elif img[i, j][k] < 224: |
| 60 | + gray = 192 |
| 61 | + else: |
| 62 | + gray = 224 |
| 63 | + new_img3[i, j][k] = np.uint8(gray) |
| 64 | + |
| 65 | +#用来正常显示中文标签 |
| 66 | +plt.rcParams['font.sans-serif']=['SimHei'] |
| 67 | + |
| 68 | +#显示图像 |
| 69 | +titles = ['(a) 原始图像', '(b) 量化-L2', '(c) 量化-L4', '(d) 量化-L8'] |
| 70 | +images = [img, new_img1, new_img2, new_img3] |
| 71 | +for i in range(4): |
| 72 | + plt.subplot(2,2,i+1), plt.imshow(images[i], 'gray'), |
| 73 | + plt.title(titles[i]) |
| 74 | + plt.xticks([]),plt.yticks([]) |
| 75 | +plt.show() |
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