Few-shot Calligraphy Style Learning

arXiv:2404.17199v1 Announce Type: new
Abstract: We introduced "Presidifussion," a novel approach to learning and replicating the unique style of calligraphy of President Xu, using a pretrained diffusion model adapted through a two-stage training process. Initially, our model is pretrained on a diverse dataset containing works from various calligraphers. This is followed by fine-tuning on a smaller, specialized dataset of President Xu's calligraphy, comprising just under 200 images. Our method introduces innovative techniques of font image conditioning and stroke information conditioning, …

abstract arxiv cs.cv dataset diffusion diffusion model diverse few-shot fine-tuning novel president process stage style through training type unique