问题
I'm reading images from filesystem using matplotlib imread function. However, it changes jpg image color when it displays those images. [Python 3.5, Anaconda3 4.3, matplotlib2.0]
# reading 5 color images of size 32x32
imgs_path = 'test_images'
test_imgs = np.empty((5,32,32,3), dtype=float)
img_names = os.listdir('test_images'+'/')
for i, img_name in enumerate(img_names):
#reading in an image
image = mpimg.imread(imgs_path+'/'+img_name)
test_imgs[i] = image
#Visualize new raw images
plt.figure(figsize=(12, 7.5))
for i in range(5):
plt.subplot(11, 4, i+1)
plt.imshow(test_imgs[i])
plt.title(i)
plt.axis('off')
plt.show()
It is adding a bluish/greenish tint to all the images. Any mistake I'm doing?
回答1:
matplotlib.image.imread
or matplotlib.pyplot.imread
read the image as unsigned integer array.
You then implicitely convert it to float
.
matplotlib.pyplot.imshow
interpretes arrays in both formats differently.
- float arrays are interpreted between
0.0
(no color) and1.0
(full color). - integer arrays are interpreted between
0
and255
.
The two options you have are thus:
Use an integer array
test_imgs = np.empty((5,32,32,3), dtype=np.uint8)
divide the array by 255. prior to plotting:
test_imgs = test_imgs/255.
回答2:
Matplotlib reads image in RGB format whereas if you use opencv it reads image in BGR format. First convert your .jpg image in RGB and then try displaying it. It worked for me.
来源:https://stackoverflow.com/questions/42455891/matplotlib-changes-jpg-image-color