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ICAA17K is the first dedicated dataset for subjective aesthetic assessment of image color. It addresses deficiencies in existing IAA datasets regarding color evaluation. The dataset contains a wide variety of color types and image acquisition devices, making it the largest and most densely annotated ICAA dataset to date.