1-图像读取 - 技术栈

1-图像读取

nutron-ma2023-10-16 10:33

skimage

复制代码

import skimage
from skimage import io, color

# 读取灰度图，能做到16bit无损
img = io.imread('CT-220s_681.tif')   # 直接就是numpy类型，dtype根据图片格式决定,np默认float64格式
print(img.shape, type(img), img.dtype)
print(img)

# 读取彩色图，默认RGB
img = io.imread('0006.png')   
print(img.shape, type(img), img.dtype)
print(img)

输出

复制代码

(721, 1994) <class 'numpy.ndarray'> uint16
[[47532 46889 47658 ... 46906 46789 46942]
 [48233 47433 47538 ... 47491 47502 47378]
 [47926 46989 46765 ... 46272 46423 46601]
 ...
 [47306 45753 46147 ... 47469 47149 47082]
 [46289 46380 46739 ... 47196 46787 47083]
 [46588 46007 46457 ... 46843 47372 47149]]

(2040, 1356, 3) <class 'numpy.ndarray'> uint8
[[[158 120  97]
  ...
  [126 109  79]]]

复制代码

# RGB转换为灰度图。自动转化到[0,1],float64
gray_img = color.rgb2gray(img)
print(gray_img.shape, type(gray_img), gray_img.dtype)

输出

复制代码

(2040, 1356) <class 'numpy.ndarray'> float64