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• W3212718701 abstract "Scene Designer is a novel method for searching and generating images using free-hand sketches of scene compositions; i.e. drawings that describe both the appearance and relative positions of objects. Our core contribution is a single unified model to learn both a cross-modal search embedding for matching sketched compositions to images, and an object embedding for layout synthesis. We show that a graph neural network (GNN) followed by Transformer under our novel contrastive learning setting is required to allow learning correlations between object type, appearance and arrangement, driving a mask generation module that synthesizes coherent scene layouts, whilst also delivering state of the art sketch based visual search of scenes." @default.
• W3212718701 created "2021-11-22" @default.
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• W3212718701 date "2021-10-01" @default.
• W3212718701 modified "2023-09-25" @default.
• W3212718701 title "Scene Designer: a Unified Model for Scene Search and Synthesis from Sketch" @default.
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• W3212718701 doi "https://doi.org/10.1109/iccvw54120.2021.00275" @default.
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