Looking for breakthrough ideas for innovation challenges? Try Patsnap Eureka!

A specific animation face generation method, terminal equipment and storage medium

A specific technology for face generation, applied in animation production, instruments, calculations, etc., can solve the problems of facial deformation, generation, and inability to accurately generate animated images, and achieve the effect of reducing facial deformation.

Active Publication Date: 2021-01-12
XIAMEN UNIV
View PDF5 Cites 0 Cited by
  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Although the existing style transfer technology based on generative confrontation networks can generate anime faces through random noise, it does not combine real faces to generate them, nor can it target the generation of specific anime characters; although it has been able to generate anime scenes from real scenes, However, when applied to human faces, it will cause problems such as facial deformation, and it is impossible to accurately generate animation images of real human faces.
[0006] On this basis, many new technologies have been extended and developed to realize photo sketching, photo animation stylization, comic avatar style transfer, etc., but they all have their own shortcomings, and it is impossible to realize the animation of specific animation characters.

Method used

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
View more

Image

Smart Image Click on the blue labels to locate them in the text.
Viewing Examples
Smart Image
  • A specific animation face generation method, terminal equipment and storage medium
  • A specific animation face generation method, terminal equipment and storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0039] refer to figure 1 and 2 Shown, the present invention provides a kind of specific animation human face generating method, comprises the following steps:

[0040] 1. Model training phase, such as figure 1 shown, including the following steps:

[0041] S110: Collect multiple real face images to form a real face data set, collect multiple anime face images to form an anime face data set.

[0042] In this embodiment, real face images are obtained through the CelebA dataset, which is an open dataset of the Chinese University of Hong Kong, which contains 202,599 pictures of 10,177 celebrity identities, and all of them have been marked with features. Related training is a very useful data set. The anime face images are acquired by crawling the anime images on the getchu website, or using the anime images provided by Danbooru2017. Those skilled in the art may also use other methods to collect real face images and cartoon face images, which are not limited here.

[0043] By...

Embodiment 2

[0069] The present invention also provides a specific animation face generating terminal device, including a memory, a processor, and a computer program stored in the memory and operable on the processor, and the computer program is implemented when the processor executes the computer program. Steps in the above method embodiment of Embodiment 1 of the present invention.

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

PUM

No PUM Login to View More

Abstract

The invention relates to a specific animation face generation method, terminal device and storage mediumanimation, and the method achieves the color pixel style migration and preliminary animation stylization from a real face to a animation face through combining with a conventional neural style migration technology based on a convolutional neural network. In combination with an existing style migration technology based on a generative adversarial network, domain style migration from a preliminarily animation stylized real face to a specific animation face is realized, and a animation real face image of a specific animation figure is obtained. According to the method, color features can be extracted, facial structure features can be maintained, and facial deformation is reduced; and a required image can be generated for a specific animation character.

Description

technical field [0001] The present invention relates to the technical field of animation image generation, in particular to a method for generating a specific animation face, a terminal device and a storage medium. Background technique [0002] As a leisure and hobby activity, animation has accompanied the growth of a large number of teenagers. Anime has always been loved by everyone because of its rich stories, delicate pictures, and fullness of characters. Detective Conan, One Piece, Pokémon and other classic animations are even more famous and popular. Therefore, there is a demand: many people are willing to animate their real face images, create animated real face images, or even animate real face images of specific anime characters. [0003] But the current situation is: it is time-consuming and labor-intensive to create animation of real human faces by comic writers, and there is no technology that can directly convert real human face images into specific animation c...

Claims

the structure of the environmentally friendly knitted fabric provided by the present invention; figure 2 Flow chart of the yarn wrapping machine for environmentally friendly knitted fabrics and storage devices; image 3 Is the parameter map of the yarn covering machine
Login to View More

Application Information

Patent Timeline
no application Login to View More
Patent Type & Authority Patents(China)
IPC IPC(8): G06T13/40G06T13/80G06K9/00G06K9/62
Inventor 李绍滋王堃夏侯建兵林凡
Owner XIAMEN UNIV
Who we serve
  • R&D Engineer
  • R&D Manager
  • IP Professional
Why Patsnap Eureka
  • Industry Leading Data Capabilities
  • Powerful AI technology
  • Patent DNA Extraction
Social media
Patsnap Eureka Blog
Learn More
PatSnap group products