Creating an embedding from a CNN

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Hi all: I have trained a CNN (efficietnet-b3) to classify the degree of a disease on medical images. I would like to create an embedding both to visualize relationships between images (after projecting to 2d or 3d-space) and to find similar images to one given.

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