DemoCaricature: Democratising Caricature Generation with a Rough Sketch

arXiv:2312.04364v2 Announce Type: replace
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 …

abstract abstraction arxiv balance craft creativity cs.cv identity paper personalised photo strike type