PIL-图像处理

参考：
1、https://python-pillow.org/
2、https://github.com/python-pillow/Pillow
3、http://pillow.readthedocs.io/en/4.3.x/

1、使用Image类

加载图像

#!/usr/bin/env python3# -*- coding: UTF-8 -*-from __future__ import print_functionfrom PIL import Imageim=Image.open('Lenna.png') # 打开图像print(type(im)) # <class 'PIL.PngImagePlugin.PngImageFile'>print(im.format, im.size, im.mode) # PNG (512, 512) Pim.show()

2、读写图像

将文件转换为JPEG

from __future__ import print_functionimport os, sysfrom PIL import Imagefor infile in sys.argv[1:]:    f, e = os.path.splitext(infile)    outfile = f + ".jpg"  # ".tif" 保存成tif格式    if infile != outfile:        try:            Image.open(infile).save(outfile)        except IOError:            print("cannot convert", infile)

创建JPEG缩略图

from __future__ import print_functionimport os, sysfrom PIL import Imagesize = (128, 128)for infile in sys.argv[1:]:    outfile = os.path.splitext(infile)[0] + ".thumbnail"    if infile != outfile:        try:            im = Image.open(infile)            im.thumbnail(size)            im.save(outfile, "JPEG")        except IOError:            print("cannot create thumbnail for", infile)

识别图像文件

from __future__ import print_functionimport sysfrom PIL import Imagefor infile in sys.argv[1:]:    try:        with Image.open(infile) as im:            print(infile, im.format, "%dx%d" % im.size, im.mode)    except IOError:        pass

3、剪切、粘贴、合并图像

从图像复制子矩形

box = (100, 100, 400, 400)region = im.crop(box)

处理一个子矩形，并将其粘贴回来

region = region.transpose(Image.ROTATE_180) # 旋转180度im.paste(region, box)

完整代码：

#!/usr/bin/env python3# -*- coding: UTF-8 -*-from __future__ import print_functionimport os, sysfrom PIL import Imageim=Image.open('Lenna.png')box = (100, 100, 400, 400)region = im.crop(box)region = region.transpose(Image.ROTATE_180) # 旋转180度im.paste(region, box)im.show()

滚动图像

def roll(image, delta):    "Roll an image sideways"    xsize, ysize = image.size    delta = delta % xsize    if delta == 0: return image    part1 = image.crop((0, 0, delta, ysize))    part2 = image.crop((delta, 0, xsize, ysize))    part1.load()    part2.load()    image.paste(part2, (0, 0, xsize-delta, ysize))    image.paste(part1, (xsize-delta, 0, xsize, ysize))    return image

波段拆分和合并

r, g, b = im.split() # 灰度图像返回是其本身im = Image.merge("RGB", (b, g, r))

4、几何变换

简单的几何变换

out = im.resize((128, 128)) # 调整大小out = im.rotate(45) # degrees counter-clockwise # 逆时针旋转

Transposing an image

out = im.transpose(Image.FLIP_LEFT_RIGHT) # 左右翻转out = im.transpose(Image.FLIP_TOP_BOTTOM) # 上下翻转out = im.transpose(Image.ROTATE_90) # 逆时针旋转90度out = im.transpose(Image.ROTATE_180)# 逆时针旋转180度out = im.transpose(Image.ROTATE_270)# 逆时针旋转270度

5、颜色变换

转换模式

from PIL import Imageim = Image.open("hopper.ppm").convert("L") # 转成灰度图

6、图像增强

、滤波

使用滤波器

from PIL import ImageFilterout = im.filter(ImageFilter.DETAIL)

点操作

应用点变换

# multiply each pixel by 1.2out = im.point(lambda i: i * 1.2)

单个波段处理

# split the image into individual bandssource = im.split()R, G, B = 0, 1, 2# select regions where red is less than 100mask = source[R].point(lambda i: i < 100 and 255)# process the green bandout = source[G].point(lambda i: i * 0.7)# paste the processed band back, but only where red was < 100source[G].paste(out, None, mask)# build a new multiband imageim = Image.merge(im.mode, source)

增强

图像增强

from PIL import ImageEnhanceenh = ImageEnhance.Contrast(im)enh.enhance(1.3).show("30% more contrast")

图像序列

读取序列

from PIL import Imageim = Image.open("animation.gif")im.seek(1) # skip to the second frametry:    while 1:        im.seek(im.tell()+1)        # do something to imexcept EOFError:    pass # end of sequence

使用ImageSequence迭代器类

from PIL import ImageSequencefor frame in ImageSequence.Iterator(im):    # ...do something to frame...

7、Postscript printing

绘画后记

from PIL import Imagefrom PIL import PSDrawim = Image.open("hopper.ppm")title = "hopper"box = (1*72, 2*72, 7*72, 10*72) # in pointsps = PSDraw.PSDraw() # default is sys.stdoutps.begin_document(title)# draw the image (75 dpi)ps.image(box, im, 75)ps.rectangle(box)# draw titleps.setfont("HelveticaNarrow-Bold", 36)ps.text((3*72, 4*72), title)ps.end_document()

8、More on reading images

from PIL import Imageim = Image.open("hopper.ppm")

Reading from an open file

from PIL import Imagewith open("hopper.ppm", "rb") as fp:    im = Image.open(fp)

Reading from a string

import StringIOim = Image.open(StringIO.StringIO(buffer))

从tar存档读取

from PIL import Image, TarIOfp = TarIO.TarIO("Tests/images/hopper.tar", "hopper.jpg")im = Image.open(fp)

9、控制解码器

Reading in draft mode

from PIL import Imagefrom PIL import PSDrawim = Image.open("home.jpg")print("original =", im.mode, im.size)# original = RGB (512, 384)im.draft("L", (100, 100))print("draft =", im.mode, im.size)# draft = L (256, 192)im.show()