An approach for determining transducer functions for mapping objective image attribute values to estimated subjective attribute values. The approach includes determining objective attribute values for each of one or more aesthetic attributes for each image in a first set of images. The approach further includes determining, for each aesthetic attribute, a mapping from the objective attribute values to respective estimated subjective attribute values based on the objective attribute values and corresponding experimentally-determined attribute values. Using the determined mappings, aesthetic signatures, which include estimates of subjective image aesthetics across multiple dimensions, may be generated.
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