導入 numpy 、PIL
numpy用來做矩陣運算,PIL用來讀取圖片。
import numpy as npfrom PIL import Image
讀取圖片,然后轉換成RGB模式存在矩陣里
im = Image.open(imagename).convert('RGB')arr = np.array(im)查看arr的shape,可以看到arr是個3維的數組,數組大小等于 長*寬*3
In [566]: arr.shapeOut[566]: (313, 450, 3)
每個像素有3個數字表示,分別對應(R,G,B)
IN [567]: arr[0][0]Out[567]: array([6, 4, 9], dtype=uint8)
原始圖片

彩色轉黑白
把像素的R,G,B三個通道數值都置為r*0.299+g*0.587+b*0.114
def blackWithe(imagename): # r,g,b = r*0.299+g*0.587+b*0.114 im = np.asarray(Image.open(imagename).convert('RGB')) trans = np.array([[0.299,0.587,0.114],[0.299,0.587,0.114],[0.299,0.587,0.114]]).transpose() im = np.dot(im,trans) return Image.fromarray(np.array(im).astype('uint8'))
流年
把R通道的數值開平方,然后乘以一個參數
def fleeting(imagename,params=12): im = np.asarray(Image.open(imagename).convert('RGB')) im1 = np.sqrt(im*[1.0,0.0,0.0])*params im2 = im*[0.0,1.0,1.0] im = im1+im2 return Image.fromarray(np.array(im).astype('uint8')) 
舊電影
把像素的R,G,B三個通道數值,3個通道的分別乘以3個參數后求和,最后把超過255的值置為255
def oldFilm(imagename): im = np.asarray(Image.open(imagename).convert('RGB')) # r=r*0.393+g*0.769+b*0.189 g=r*0.349+g*0.686+b*0.168 b=r*0.272+g*0.534b*0.131 trans = np.array([[0.393,0.769,0.189],[0.349,0.686,0.168],[0.272,0.534,0.131]]).transpose() # clip 超過255的顏色置為255 im = np.dot(im,trans).clip(max=255) return Image.fromarray(np.array(im).astype('uint8')) 
反色
這個最簡單了,用255減去每個通道的原來的數值
def reverse(imagename): im = 255 - np.asarray(Image.open(imagename).convert('RGB')) return Image.fromarray(np.array(im).astype('uint8')) 
PS:示例
from PIL import Image, ImageFilter# 打開一個jpg圖像文件,注意是當前路徑:im = Image.open('Penguins.jpg')# 模糊im2 = im.filter(ImageFilter.BLUR)# 模糊可設置模糊的程度im22 = im.filter(ImageFilter.BoxBlur(200))# 輪廓濾波im3 = im.filter(ImageFilter.CONTOUR)# 邊緣增強濾波(銳化)im4 = im.filter(ImageFilter.EDGE_ENHANCE)# 浮雕濾波im5 = im.filter(ImageFilter.EMBOSS)# 尋找邊緣信息的濾波im6 = im.filter(ImageFilter.FIND_EDGES)im2.save('BLUR.jpg', 'jpeg')im3.save('CONTOUR.jpg', 'jpeg')im4.save('EDGE_ENHANCE.jpg', 'jpeg')im5.save('EMBOSS.jpg', 'jpeg')im6.save('FIND_EDGES.jpg', 'jpeg')im22.save('BoxBlur(200).jpg', 'jpeg')
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