图像处理经常需要提取图片的ROI,本文使用Python提取图片的ROI。
使用的Module是PIL (Pillow),一个图像处理库,用到的函数为类 Image 中的 crop 方法。
函数原型为:
Image.crop(box=None) Returns a rectangular region from this image. The box is a 4-tuple defining the left, upper, right, and lower pixel coordinate. This is a lazy operation. Changes to the source image may or may not be reflected in the cropped image. To break the connection, call the load() method on the cropped copy. Parameters: box – The crop rectangle, as a (left, upper, right, lower)-tuple. Return type: Image Returns: An Image object.
知道矩形的左上角的坐标和右下角的坐标,即可构造box,例如下面的代码
box = (100, 100, 400, 400) region = im.crop(box)
知道如何提取除ROI时,上面例子为 region,保存ROI到图像则使用类 Image 的 save 方法
region.save(filename)
给出一个Demo,使用人脸数据库GENKI部分的图像做实验,该数据的数字子集GENKI-SZSL提供人脸区域的坐标和大小。提取代码提供如下
from PIL import Image import os src = ‘.‘ imlist = open(src + ‘/GENKI-SZSL_Images.txt‘, ‘r‘).readlines() rs = [float(line.split()[1]) for line in open(src + ‘/GENKI-SZSL_labels.txt‘, ‘r‘).readlines()] cs = [float(line.split()[0]) for line in open(src + ‘/GENKI-SZSL_labels.txt‘, ‘r‘).readlines()] ss = [float(line.split()[2]) for line in open(src + ‘/GENKI-SZSL_labels.txt‘, ‘r‘).readlines()] for i in range(0, len(rs)): path = src + ‘/images/‘ + imlist[i].strip() filename = src + ‘/output/‘ + imlist[i].strip() try: im = Image.open(path) except: continue r = rs[i] c = cs[i] s = ss[i] xLeft = int(c - s/2) yUpper = int(r - s/2) xRight = int(c + s/2) yLower = int(r + s/2) region = im.crop((xLeft, yUpper, xRight, yLower)) region.save(filename)
代码打包下载:http://pan.baidu.com/s/1dD4opKP 密码:ygu7
Pillow的项目文档地址: http://pillow.readthedocs.org
时间: 2024-12-09 14:12:29