I have two different machines with scipy 0.12 and PIL installed. On one machine, when I try to read a .png file, it returns an array of integers with size (w x h x 3):
In[2]: from scipy.ndimage.io import imread
In[3]: out = imread(png_file)
In[4]: out.shape
Out[4]: (750, 1000, 4)
On the other machine, using the same image file, this returns a PIL.PngImagePlugin.PngImageFile
object wrapped in an array
In[2]: from scipy.ndimage.io import imread
In[3]: out = imread(png_file)
In[4]: out.shape
Out[4]: ()
In[5]: out
Out[5]: array(<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=1000x750 at 0x1D40050>, dtype=object)
I can't see any way to access the data for the latter object.
I have the vague sense that something is wrong with the way PIL is using Png libraries to read the image, but is there something more specific that would be wrong and cause this behavior?
It's likely that you have an incomplete Python Imaging Library (PIL) install, which SciPy relies on to read the image. PIL relies on the libjpeg
package to load JPEG images and the zlib
package to load PNG images, but can be installed without either (in which case it is unable to load whatever images the libraries are missing for).
I had exactly the same issue as you describe above for JPEG images. No error messages are raised, but rather the SciPy call just returns a wrapped PIL object rather than loading the image into an array properly, which makes this particularly tricky to debug. However, when I tried loading in the image using PIL directly, I got:
> import Image
> im = Image.open('001988.jpg')
> im
<JpegImagePlugin.JpegImageFile image mode=RGB size=333x500 at 0x20C8CB0>
> im.size
> (333, 500)
> pixels = im.load()
IOError: decoder jpeg not available
So I uninstalled my copy of PIL, installed the missing libjpeg
(in my case, probably zlib
in yours), reinstalled PIL to register the presence of the library, and now loading images with SciPy works perfectly:
> from scipy import ndimage
> im = ndimage.imread('001988.jpg')
> im.shape
(500, 333, 3)
> im
array([[[112, 89, 48], ...
..., dtype=uint8)
This error (imread
returning an PIL.PngImagePlugin.PngImageFile
class rather than a data array) often happens when you have older versions of the python imaging library pillow
or worse still PIL
installed. pillow
is an updated "friendly" fork of PIL
and definitely worth installing!
Try updating these packages; (depending on your python distribution)
# to uninstall PIL (if it's there, harmless if not)
$ pip uninstall PIL
# to install (or -U update) pillow
$ pip install -U pillow
and then try restarting your python shell and running the commands again.
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