Creating a new font library with dmfony for glyph-rich scripts is a very laborious and time-consuming task. Despite the tremendous success of current font creation methods, they have significant drawbacks. dmfony need a large number of reference images to create a new font set, or they fail to capture a detailed style with just a few samples. In this dmfony paper, we focus on compositional scripts, a widely used letter system in the world, where each glyph can be decomposed into several components. By exploiting the structure of compositional scripts, we propose a novel font generation framework, called Dual Memory-Augmented Font Generation Network (dmfony), which provides us with a high-quality font with only a few samples enables library creation.


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