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convert deep learning image feature into numbers (quantitative texture analysis)?

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I'm not an AI expert but I wonder is there a way to convert image features into an array of numbers using matlab's deep learning?
e.g. to convert a single image into a serise of numbers based on its deep learning textures?

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