我希望将图片划分为相同的大正方形并测量平均灰度级别,并将其替换为blob,即半色调。这段代码给了我一张照片,但看起来并不正确。什么想法可能是错的?
im = scipy.misc.imread("uggla.tif")
def halftoning(im):
im = im.astype('float64')
width,height = im.shape
halftone_pic = np.zeros((width, height))
for x in range(width):
for y in range(height):
floating_matrix = im[x:x + 1, y:y + 1]
sum = np.sum(floating_matrix)
mean = np.mean(sum)
round = (mean > 128) * 255
halftone_pic[x,y] = round
fig, ax = plt.subplots(1,2)
ax[0].imshow(im, cmap="gray")
ax[1].imshow(halftone_pic, cmap="gray")
plt.show()
答案 0 :(得分:2)
这是满足你想要的东西。这是对related question:
的回答中代码的改编from PIL import Image, ImageDraw, ImageStat
# Adaption of answer https://stackoverflow.com/a/10575940/355230
def halftone(img, sample, scale, angle=45):
''' Returns a halftone image created from the given input image "img".
"sample" (in pixels), determines the sample box size from the original
image. The maximum output dot diameter is given by "sample" * "scale"
(which is also the number of possible dot sizes). So "sample" == 1 will
preserve the original image resolution, but "scale" must be > 1 to allow
variations in dot size.
'''
img_grey = img.convert('L') # Convert to greyscale.
channel = img_grey.split()[0] # Get grey pixels.
channel = channel.rotate(angle, expand=1)
size = channel.size[0]*scale, channel.size[1]*scale
bitmap = Image.new('1', size)
draw = ImageDraw.Draw(bitmap)
for x in range(0, channel.size[0], sample):
for y in range(0, channel.size[1], sample):
box = channel.crop((x, y, x+sample, y+sample))
mean = ImageStat.Stat(box).mean[0]
diameter = (mean/255) ** 0.5
edge = 0.5 * (1-diameter)
x_pos, y_pos = (x+edge) * scale, (y+edge) * scale
box_edge = sample * diameter * scale
draw.ellipse((x_pos, y_pos, x_pos+box_edge, y_pos+box_edge),
fill=255)
bitmap = bitmap.rotate(-angle, expand=1)
width_half, height_half = bitmap.size
xx = (width_half - img.size[0]*scale) / 2
yy = (height_half - img.size[1]*scale) / 2
bitmap = bitmap.crop((xx, yy, xx + img.size[0]*scale,
yy + img.size[1]*scale))
return Image.merge('1', [bitmap])
# Sample usage
img = Image.open('uggla.tif')
img_ht = halftone(img, 8, 1)
img_ht.show()
以下是将其用作输入图像的结果:
产生了半色调结果: