pythonopencvimage-processingimage-preprocessing

Error while resizing image: "error: (-215:Assertion failed) func != 0 in function 'resize'"


I'm trying to preprocess images dataset, represented in numpy array with images of shape (28, 28) by rescaling them to (10, 10). I wrote a function for that:

import cv2 as cv

def resize_dataset(images):
    resized_images = []
    for img in images:
            img = img.reshape((28,28))
            resized_img = cv.resize(img, dsize=(10, 10))
            resized_images.append(resized_img)
    return numpy.array(resized_images)

But when I actually try to rescale them, I get the following error in cv.resize:

error: OpenCV(4.0.0) /io/opencv/modules/imgproc/src/resize.cpp:3662: error: (-215:Assertion failed) func != 0 in function 'resize'

In google I only found people with the same error writing on c++ doing very different stuff, like this one: resize an image and changing its depth and this: http://answers.opencv.org/question/19715/error-215-func-0-in-function-convertto/

How do I fix it?


Solution

  • Oh, I actually figured it out. Images in the dataset were of type np.int64. I just had to convert images to float32, like this:

    import numpy as np
    import cv2 as cv
    
    def resize_dataset(images):
        resized_images = []
        for img in images:
                img = img.reshape((28,28)).astype('float32')  # <-- convert image to float32
                resized_img = cv.resize(img, dsize=(10, 10))
                resized_images.append(resized_img)
        return numpy.array(resized_images)
    

    And now it works nicely. It looks like cv.resize can't work with images represented in int. Hope this will help anyone