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Low AUROC about chexnet HOT 6 OPEN

arnoweng avatar arnoweng commented on August 16, 2024
Low AUROC

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Comments (6)

bzhangj13zzz avatar bzhangj13zzz commented on August 16, 2024 1

@bzhangj13zzz did you improved the AUROC?

Hey sorry for the late reply, I did manage to get a more reasonable score, turned out there was some issue with weight loading, anyways I recommend checking out this repo https://github.com/mlmed/torchxrayvision It has a more easy-to-use API.

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alaadewer avatar alaadewer commented on August 16, 2024

i have the same low AUROC, do you have any idea how to raise it?

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bzhangj13zzz avatar bzhangj13zzz commented on August 16, 2024

Yeah I got exactly the same problem, I wonder if the provided pth file is the trained weights or not

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Aliktk avatar Aliktk commented on August 16, 2024

@bzhangj13zzz did you improved the AUROC?

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alaadewer avatar alaadewer commented on August 16, 2024

@bzhangj13zzz did you improved the AUROC?

Hey sorry for the late reply, I did manage to get a more reasonable score, turned out there was some issue with weight loading, anyways I recommend checking out this repo https://github.com/mlmed/torchxrayvision It has a more easy-to-use API.

Please, I want to know how to run this repo using resnet50?

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han-yeol avatar han-yeol commented on August 16, 2024

In model.py, please rewrite code

if os.path.isfile(CKPT_PATH):
    print("=> loading checkpoint")
    modelCheckpoint = torch.load(CKPT_PATH)['state_dict']
    for k in list(modelCheckpoint.keys()):
        index = k.rindex('.')
        if (k[index - 1] == '1' or k[index - 1] == '2'):
            modelCheckpoint[k[:index - 2] + k[index - 1:]] = modelCheckpoint[k]
            del modelCheckpoint[k]
    model.load_state_dict(modelCheckpoint)
    print("=> loaded checkpoint")
else:
    print("=> no checkpoint found")

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