Corrupted .npy file: shape–size mismatch when loading image
#4
by
Arvind69
- opened
I am encountering what appears to be a corrupted .npy file in the dataset.
The array header indicates shape (1, 512, 512, 58), but the file only contains 1,048,544 elements, which makes reshaping impossible.
Expected elements:
1 × 512 × 512 × 58 = 15,204,352
Actual elements:
1,048,544
This results in a ValueError when loading the file with NumPy.
Minimal Reproducible Example:
import numpy as np
image_path = ".../M3D-Seg/M3D_Seg/0017/0017/pancreas_case10-1/image.npy"
image_data = np.load(image_path)[0]
print(f"Image data shape: {image_data.shape}")
Output:
---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[13], line 3
1 import numpy as np
2 image_path = ".../M3D-Seg/M3D_Seg/0017/0017/pancreas_case10-1/image.npy"
----> 3 image_data = np.load(image_path)[0]
4 print(f"Image data shape: {image_data.shape}")
File ~/.local/share/mamba/envs/mmm/lib/python3.11/site-packages/numpy/lib/npyio.py:456, in load(file, mmap_mode, allow_pickle, fix_imports, encoding, max_header_size)
453 return format.open_memmap(file, mode=mmap_mode,
454 max_header_size=max_header_size)
455 else:
--> 456 return format.read_array(fid, allow_pickle=allow_pickle,
457 pickle_kwargs=pickle_kwargs,
458 max_header_size=max_header_size)
459 else:
460 # Try a pickle
461 if not allow_pickle:
File ~/.local/share/mamba/envs/mmm/lib/python3.11/site-packages/numpy/lib/format.py:839, in read_array(fp, allow_pickle, pickle_kwargs, max_header_size)
837 array = array.transpose()
838 else:
--> 839 array.shape = shape
841 return array
ValueError: cannot reshape array of size 1048544 into shape (1,512,512,58)
Please verify and re-upload the affected files if needed.