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 distinctive identity and style features.
Crucially, our aim is not to replace artists but to eliminate accessibility
barriers, allowing enthusiasts to engage in the artistry.

通过一张照片和概念草图，我们民主化了漫画生成，使个体能够轻松地制作个性化的漫画。通过明确的排名 - 1 模型编辑和单一图像个性化，我们在交叉注意力层中有选择地应用细微的编辑，实现身份和风格的无缝融合。此外，我们提出了随机遮罩重建来增强鲁棒性，使模型专注于独特的身份和风格特征。重要的是，我们的目标是消除艺术门槛，让爱好者参与到艺术创作中。