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Training with peaks #14

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mario-sanz opened this issue Dec 15, 2023 · 1 comment
Open

Training with peaks #14

mario-sanz opened this issue Dec 15, 2023 · 1 comment

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@mario-sanz
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Hello,

I would like to train a UNET network with the LUDB dataset but also with the peaks, not just the P, QRS and T waves (I would like also to detect P, R and T peaks). Is this possible? I have been doing lots of tests but I am not able to do so.

Thanks,

Mario

@wenh06
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wenh06 commented Dec 16, 2023

Peaks are almost the "argmax" of corresponding waves, perhaps you can do a peak detection (sometimes valley detection) within the ranges of the waves after wave delineation (segmentation). Or you can narrow the segmentation labels to a small neighborhood of the peaks (e.g. ±20ms) and train a model using these labels, then the peaks would be the center of the segmentation result of the model inference.

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