[Python] Grad-CAM for multivariate timeseries

Discussão em 'Python' iniciado por Stack, Fevereiro 14, 2025.

  1. Stack

    Stack Membro Participativo

    I would like to use grad-CAM to add explainability to my model train on multiple multivariate timeseries.

    The idea would be to have something like this :

    [​IMG]

    I found a couple of paper that do it (Explainable Deep Neural Networks for Multivariate Time Series Predictions, XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification) but they dont explain how just that they use grad-CAM keras.

    Does anyone have idea how to adapt grad-CAM to be used for timeseries ?

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