  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.
