How to read multiple images from multiple folders in python

為{幸葍}努か 提交于 2020-05-14 01:26:48

问题


I am writing an image recognition program in python 3.6 for which I am using anaconda.I have my image data set stored in the location E:\food-101\images in which the 'images' folder contains multiple sub folders which contain the photographs. I want to use these images for training my machine learning model.I am able to load(read) a single image stored in E:\ I want to load multiple images from the above path how do I proceed ?I am using opencv. my code is as follows any help is appreciated

import cv2
import matplotlib
import numpy
img = cv2.imread("E:\food\images\chicken_wings\a.jpg",cv2.IMREAD_GRAYSCALE)
cv2.imshow('image',img)
cv2.waitKey(0)
cv2.destroyAllWindows()

I get the following error

Traceback (most recent call last):

  File "<ipython-input-8-6310b5f3028e>", line 5, in <module>
    cv2.imshow('image',img)

error: OpenCV(3.4.1) C:\bld\opencv_1520732670222\work\opencv-3.4.1\modules\highgui\src\window.cpp:356: error: (-215) size.width>0 && size.height>0 in function cv::imshow


Traceback (most recent call last):

  File "<ipython-input-8-6310b5f3028e>", line 5, in <module>
    cv2.imshow('image',img)

error: OpenCV(3.4.1) C:\bld\opencv_1520732670222\work\opencv-3.4.1\modules\highgui\src\window.cpp:356: error: (-215) size.width>0 && size.height>0 in function cv::imshow 

回答1:


An easy way would be to install Glob. You can do this from the anaconda prompt with pip install glob.

Glob allows you to query files like you would in a terminal. Once you have Glob you could save all of the file names to a list and then loop through this list reading your images (numpy arrays) into a new list.

import cv2
import numpy
import glob
import pylab as plt

folders = glob.glob('path\\to\\folder\\containing\\folders\\*')
imagenames__list = []
for folder in folders:
    for f in glob.glob(folder+'/*.jpg'):
        imagenames_list.append(f)

read_images = []        

for image in imagenames_list:
    read_images.append(cv2.imread(image, cv2.IMREAD_GRAYSCALE))

You could then access an image by indexing it i.e.

plt.imshow(read_images[0])


来源:https://stackoverflow.com/questions/49537604/how-to-read-multiple-images-from-multiple-folders-in-python

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