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
arXiv paper abstract https://arxiv.org/abs/2201.02280v1
arXiv PDF paper https://arxiv.org/pdf/2201.02280v1.pdf
... 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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