I am working with a dataset of 72 images and 72 masks. I appended the images into a numpy ndarray
I want the cv2 to read the files from the path corresponding to the files in the numpy ndarray
.
this is the path to images and masks:
images_dir = '/content/drive/MyDrive/dataset/images'
masks_dir = '/content/drive/MyDrive/dataset/masks'
#adding the images to the numpy ndarray
file_names = np.sort(os.listdir(images_dir))
file_names = np.char.split(file_names, '.')
filenames = np.array([])
for i in range(len(file_names)):
filenames = np.append(filenames, file_names[i][0])
this is the function I want open cv to read every image and then masks from the corresponding path:
def augment_dataset(count):
'''Function for data augmentation
Input:
count - total no. of images after augmentation = initial no. of images * count
Output:
writes augmented images (input images & segmentation masks) to the working directory
'''
transform_1 = augment(512, 512)
transform_2 = augment(480, 480)
transform_3 = augment(512, 512)
transform_4 = augment(800, 800)
transform_5 = augment(1024, 1024)
transform_6 = augment(800, 800)
transform_7 = augment(1600, 1600)
transform_8 = augment(1920, 1280)
i = 0
for i in range(count):
for file in filenames:
tile = file.split('_')[1]
img = cv2.imread(images_dir+file+'.jpg')
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
mask = cv2.imread(masks_dir+file+'.png')
mask = cv2.cvtColor(mask, cv2.COLOR_BGR2RGB)
when I run the code:
augment_dataset(8)
there is this error showing up:
---------------------------------------------------------------------------
error Traceback (most recent call last)
<ipython-input-112-fae4beb79e15> in <module>()
----> 1 augment_dataset(8)
<ipython-input-111-121d55acd3fc> in augment_dataset(count)
20 tile = file.split('_')[1]
21 img = cv2.imread(images_dir+file+'.jpg')
---> 22 img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
23 mask = cv2.imread(masks_dir+file+'.png')
24 mask = cv2.cvtColor(mask, cv2.COLOR_BGR2RGB)
error: OpenCV(4.1.2) /io/opencv/modules/imgproc/src/color.cpp:182: error: (-215:Assertion failed) !_src.empty() in function 'cvtColor'
I know that this is because OpenCV did not read the files. so how can I make openCV to read the files?
In These cases, it's better to print(path/to/directory)
to see if the directory is correct or not. In this case, we can see that I missed a /
in the path to the directory. So Python was not able to parse the data.
also, you can use ose.path.exists(path/to/directory)
to see if the path exists or not. if the returned value is False
, you must check the specified path for errors