Loading a saved CNN and visualizing using pytorch

I have trained a CNN for face classification in Keras using tensorflow backend.
Because there are some really good libraries for CNN visualization in pytorch , I was wondering if I can load the saved model that i have trained in Keras and saved in my_model.h5 file, and perform visualization.

Please help