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Multimodal fusion for traditional chinese painting generation

  • Sanbi Luo
  • , Si Liu
  • , Jizhong Han
  • , Tao Guo*
  • *Corresponding author for this work
  • CAS - Institute of Information Engineering

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Creativity is a fundamental feature of human intelligence, and a challenge for artificial intelligence (AI). In recent years, AI has gained tremendous development in many single tasks with single models, such as classification, detection and parsing. As the development continued, AI has been increasingly used for more complex tasks, multitasking for example, and then research in multimodal fusion naturally became a new trend. In this paper, we propose a multimodal fusion framework and system to generate traditional Chinese paintings. We select suitable existing networks for different elements generation in this oldest continuous artistic traditions artwork, and finally fusion these networks and elements to create a complete new painting. Meanwhile, we propose a divide-and-conquer strategy to generate large images with limited GPU resources. In our end-to-end system, a large image becomes a traditional Chinese painting in minutes automatically. It shows that our multimodal fusion framework works well and AI methods has good performance in traditional Chinese painting creation.

Original languageEnglish
Title of host publicationAdvances in Multimedia Information Processing – PCM 2018 - 19th Pacific-Rim Conference on Multimedia, 2018, Proceedings
EditorsChong-Wah Ngo, Toshihiko Yamasaki, Richang Hong, Meng Wang, Wen-Huang Cheng
PublisherSpringer Verlag
Pages24-34
Number of pages11
ISBN (Print)9783030007638
DOIs
StatePublished - 2018
Externally publishedYes
Event19th Pacific-Rim Conference on Multimedia, PCM 2018 - Hefei, China
Duration: 21 Sep 201822 Sep 2018

Publication series

NameLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume11166 LNCS
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference19th Pacific-Rim Conference on Multimedia, PCM 2018
Country/TerritoryChina
CityHefei
Period21/09/1822/09/18

Keywords

  • GAN
  • Image style
  • Multimodal fusion
  • Traditional Chinese painting

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