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Crop an image based on user text description

Crop an image based on user text description


Repurposing Existing Deep Networks for Caption and Aesthetic-Guided Image Cropping




... propose a novel optimization framework that crops a given image based on user description and aesthetics.


Unlike existing image cropping methods, where one typically trains a deep network to regress to crop parameters or cropping actions,


... propose to directly optimize for the cropping parameters by repurposing pre-trained networks on image captioning and aesthetic tasks,


... search for the best crop parameters that minimize a combined loss of the initial objectives of these networks.


... show ... framework can produce crops that are well-aligned to intended user descriptions and aesthetically pleasing.



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