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mah533 / Augmentation-of-ECG-Training-Dataset-with-CGAN

Imbalanced MIT-BIH dataset is augmented with the generated beats by WGAN-GP and AC-WGAN-GP to improve the classification metrics.
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How can I use the classifier (EcgResNet34) to classify signals? #2

Open Goreoos opened 1 year ago

Goreoos commented 1 year ago

There's a model structure of EcgResNet34 in model_classifier.py,but I can't find any files that use it to classify signals.So I want to ask how can I use this classifier ? image

mah533 commented 1 year ago

Try this, You might need to adapt it to your application, Written specifically for my application  Best

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On Sun, Jan 15, 2023 at 7:08 AM, @.***> wrote:

There's a model structure of EcgResNet34 in model_classifier.py,but I can't find any files that use it to classify signals.So I want to ask how can I use this classifier ?

— Reply to this email directly, view it on GitHub, or unsubscribe. You are receiving this because you are subscribed to this thread.Message ID: @.***>

greymattar commented 1 year ago

Can I have the classifier file that uses the model structure, please?

mah533 commented 1 year ago

We used several metrics in our evaluations, one of them was Authentication/Classification test. This ResNet classifier is used for that metric. It was not used in our data generation. Hope it helps.

greymattar commented 1 year ago

And i had another query. I can't find the "data_rl_dict.json" file used in dtw_of_beats.py. How did you generate the file? And if it's not too much to ask can i have the file? And also if you have the main_classifier_ecg.py file, would you be kind enough to share it with me?

On Sat, 6 May 2023, 9:55 pm Edmond Adib, @.***> wrote:

We used several metrics in our evaluations, one of them was Authentication/Classification test. This ResNet classifier is used for that metric. It was not used in our data generation. Hope it helps.

— Reply to this email directly, view it on GitHub https://github.com/mah533/Augmentation-of-ECG-Training-Dataset-with-CGAN/issues/2#issuecomment-1537170213, or unsubscribe https://github.com/notifications/unsubscribe-auth/A7UQVZWFI3XSFYJ7YP2OUITXEZX5VANCNFSM6AAAAAAT33NNKY . You are receiving this because you commented.Message ID: <mah533/Augmentation-of-ECG-Training-Dataset-with-CGAN/issues/2/1537170213 @github.com>

Katherinewxy commented 1 year ago

I had the same issue. @greymattar Did you find the "data_rl_dict.json"file. If not, how you fix this issue?

mah533 commented 1 year ago

I put the link to the 7 classes from MITBIH used in this study as real data (data_rl_dict.json) in the README file. Just rename and use it, it should work. hope it helps

Katherinewxy commented 1 year ago

Thank you so much for your quick response. One more question, where do you find "dist_real_beats.txt"files?