Chinese font style migration method

A font style and style technology, applied in the field of Chinese font style migration, can solve the problems of high cost for designers, lack of diversity, and limited scope of application of models, and achieve the effect of reducing costs, increasing diversity, and not affecting the generation effect.

Active Publication Date: 2021-04-09
TONGJI UNIV
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Problems solved by technology

[0020] The first main shortcoming of CN111667008A technology is that it needs the Chinese characters of standard font and personalized Chinese character font to appear in pairs, namely Chinese character designer provides and selects the same Chinese character in the standard font data set, needs to design these Chinese characters word by word
Therefore, if the standard Chinese characters selected in the data set are changed, these designed Chinese characters also need to be replaced, which is

Method used

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Embodiment Construction

[0036] The technical solutions of the present invention will be further described below with reference to the accompanying drawings and embodiments.

[0037] The invention performs unsupervised style transfer learning for handwritten Chinese characters. On the basis of the original adversarial generation network, two auxiliary networks are creatively added to the generator composed of the cyclic generation confrontation network. One of them is recognized by the classification of Chinese characters. The residual network extracts the font structure features of the original image and the generator generated image at the same time, and takes the matrix information of a specific layer as an auxiliary loss function to control the consistency of the font structure of the two; the second uses the style encoder to generate the generator image. The style features are extracted and fed back to the generator to control the style consistency of the two. specific network structure figure ...

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Abstract

A Chinese font style migration method is characterized in that unsupervised style migration learning is carried out on handwritten Chinese characters, and two auxiliary networks are creatively added to a generator composed of cyclic generative adversarial networks on the basis of an original adversarial generative network. The method comprises the following steps: simultaneously extracting font structure features of an original image and a generator generation image through a Chinese character classification identification residual network, and taking matrix information of a specific layer as an auxiliary loss function to control the font structure consistency of the two images; and using the style encoder for extracting style characteristics of the graph generated by the generator and feeding back the style characteristics to the generator so as to control the style consistency of the two.

Description

technical field [0001] The invention relates to a Chinese font style transfer method. [0002] technical background [0003] Writing is a tool that people use to convey information and is an important part of human culture. The invention of Chinese characters not only enables the inheritance of the long history of our country, but also a wide variety of Chinese character fonts (such as the calligraphic style in the works of ancient literati and writers, and the artistic style designed by designers) play a role in visual communication and are an artistic symbol. . [0004] However, there have always been some pain points in the long-established field of Chinese character design, making the expansion of Chinese character fonts very difficult. First of all, when designing fonts, in order to ensure the uniformity of the glyphs, designers often spend a lot of time on the design of each character. At the same time, compared with English, which has only 26 letters, Chinese charac...

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Application Information

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IPC IPC(8): G06K9/68G06K9/62G06N3/04G06N3/08G06T9/00
CPCG06T9/00G06N3/088G06V30/245G06V30/287G06N3/045G06F18/214
Inventor 叶晨杨煜魏宇翔李昊龙
Owner TONGJI UNIV
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