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Most image generation methods are difficult to precisely control theproperties of the generated images, such as structure, scale, shape, etc.,which limits its large-scale application in creative industries such asconceptual design and graphic design, and so on. Using the prompt and thesketch is a practical solution for controllability. Existing datasets lackeither prompt or sketch and are not designed for the creative industry. Here isthe main contribution of our work. a) This is the first dataset that covers the4 most important areas of creative industry domains and is labeled with promptand sketch. b) We provide multiple reference images in the test set andfine-grained scores for each reference which are useful for measurement. c) Weapply two state-of-the-art models to our dataset and then find someshortcomings, such as the prompt is more highly valued than the sketch.

A Creative Industry Image Generation Dataset Based on Captions