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wgan-vgg's Issues

prep.py

I have been learning about WGAN-VGG network recently and I have encountered some problems. Typeerror: 'Module' object is not callable', f=normalize (full Pixel [PI], args.norm range min, Args. Norm range Max) 'cannot be called. And I only changed the path of the dataset in the prep. Py file. Give me some help, thank you.

Questions about the Input and the dataset

Hello, I am confused about the codes. The networks do conform to the paper, but I can't tell where the input for generator network and for discriminator network are reflected respectively.
And the train progress and the test progress are both use the “test_patient”, no other training dataset?

Not well result

I run this code successfully.
But when i was testing,the pred result in saved fig seemed not right. The region that should be black was white???Is there anyone who know what's the probelm?

test

hello sir,could you share your pre-trained model parameters with a .ckpt file? Thanks a lot!

Asking for a solution

Hello! My name is Zhang and I have an experiment need this code, but I can't run it. I haven't got the data from the aapm because they told me they have many applications to handle. So I find some public CT pictures from NIHCC, but the code still show me errors. Such as 'ValueError: num_samples should be a positive integer value, but got num_samples=0'. My experiment' s deadline is coming soon so I wondered if you guys can help me to solve this.
And I'll be verygrateful if someone can send me the data and pictures from aapm! My address is: [email protected].
Thank you!

Excuse

Excuse me? How to solve"num_samples should be a positive integer value, but got num_samples=0"

Request to share the Low Dose CT dataset

Hello, is there anyone who can send me the dataset to me please? I send a request following the email address on the website, but have no reply. And I'm kind of in a hurry to do the experiments. Thank you very much. My email is: [email protected]

Some wrong happen when I run prep.py.

  1. The specific errors are as follows:
    D:\Anaconda\envs\pytorch\python.exe E:\Project\denoseing\WGAN-VGG-master\WGAN-VGG-master\prep.py
    D:\Anaconda\envs\pytorch\lib\site-packages\pydicom\filereader.py:353: UserWarning: Expected implicit VR, but found explicit VR - using explicit VR for reading
    warnings.warn(msg + f" - using {found_vr} VR for reading", UserWarning)
    Traceback (most recent call last):
    File "E:\Project\denoseing\WGAN-VGG-master\WGAN-VGG-master\prep.py", line 92, in
    save_dataset(args)
    File "E:\Project\denoseing\WGAN-VGG-master\WGAN-VGG-master\prep.py", line 21, in save_dataset
    full_pixels = get_pixels_hu(load_scan(path_))
    File "E:\Project\denoseing\WGAN-VGG-master\WGAN-VGG-master\prep.py", line 39, in load_scan
    slices.sort(key=lambda x: float(x.ImagePositionPatient[2]))
    File "E:\Project\denoseing\WGAN-VGG-master\WGAN-VGG-master\prep.py", line 39, in
    slices.sort(key=lambda x: float(x.ImagePositionPatient[2]))
    File "D:\Anaconda\envs\pytorch\lib\site-packages\pydicom\dataset.py", line 834, in getattr
    return object.getattribute(self, name)
    AttributeError: 'FileDataset' object has no attribute 'ImagePositionPatient'

Process finished with exit code 1

  1. My environment configuration
    windows
    pydicom =2.3.0
    python=3.9
    pytorch=1.10.0
    numpy = 1.23.3

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