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DemoCaricature DemoCaricature: Democratising Caricature Generation with a Rough Sketch Dar-Yen Chen Ayan Kumar Bhunia Subhadeep Koley Aneeshan Sain Pinaki Nath Chowdhury Yi-Zhe Song SketchX, CVSSP, University of Surrey, United Kingdom Your browser does not support the video tag. [Paper] [Code] [BibTeX] Abstract In this paper, we democratise caricature generation, empowering individuals to effortlessly craft personalised caricatures with just a photo and a conceptual sketch. Our objective is to strike a delicate balance between abstraction and identity, while preserving the creativity and subjectivity inherent in a sketch. To achieve this, we present Explicit Rank-1 Model Editing alongside single-image personalisation, selectively applying nuanced edits to cross-attention layers for a seamless merge of identity and style. Additionally, we propose Random Mask Reconstruction to enhance robustness, directing the model to focus on distinct...
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