Abstract: Aiming at the problem of low quality of the generated character images and the style inconsistency between the generated font images and the target font images in existing font style transfer methods, a Chinese font style transfer method based on font features and multi-scale patch generation adversation network was proposed. Two feature extraction networks were designed according to the characteristics of fonts to extract font style features and character content features respectively. The two features were inputted into the generator, then the font style feature was used to constrain the style of the generated character images, and the character content feature was used to constrain the glyph of the generated character images. Finally, the generated character images were inputted into a multi-scale patch discriminator to judge the true or false of multi-scale patches. Experimental results shown that the proposed method effectively improved the quality of generated character images and the style consistency with the target font.