In accordance with regulations and requirements, the editorial department's website domain has been changed to arocmag.cn. The original domain (arocmag.com) will be discontinued after Dec. 31st, 2024.
See More
Technology of Graphic & Image
|
App. Res. of Comp. Printed Article
Vol. 38, 2021 No. 2
587-590

Research on emotion of abstract painting based on multi-feature fusion

Bai Ruyi
Guo Xiaoying
Jia Chunhua
School of Automation & Software, Shanxi University, Taiyuan 030013, China
DOI: 10.19734/j.issn.1001-3695.2019.10.0643

Abstract

Abstract painting, as an implied work of art, conveys implicit emotions. Therefore, it is also difficult to determine the emotion of abstract painting. This paper used multiple feature fusion to predict the emotions of abstract painting. Firstly, it used K-means clustering to extract the main tone of abstract image as the underlying color feature, used gray-gradient co-occurrence matrix(GGCM) for the underlying texture feature, and used CNN network to extract the high-level semantic feature automatically. Secondly, because of the different feature dimensions, it adopted multiple kernel learning(MKL) to fuse the underlying and high-level semantic features. Finally, it applied MKL-SVM to realize the emotion recognition of abstract pain-ting, which included positive and negative. This paper tested on MART data set. The experimental results show that the proposed method outperforms the existing models in test performance.

Foundation Support

国家自然科学青年基金资助项目(61603228)
山西省面上青年基金资助项目(201901D211171)
山西省回国留学人员科研教研项目(HGKY2019001)
山西省高等学校科研创新项目(2020L0036)

Publish Information

DOI: 10.19734/j.issn.1001-3695.2019.10.0643
Publish at: Application Research of Computers Printed Article, Vol. 38, 2021 No. 2
Section: Technology of Graphic & Image
Pages: 587-590
Serial Number: 1001-3695(2021)02-052-0587-04

Publish History

[2021-02-05] Printed Article

Cite This Article

白茹意, 郭小英, 贾春花. 基于多特征融合的抽象画情感研究 [J]. 计算机应用研究, 2021, 38 (2): 587-590. (Bai Ruyi, Guo Xiaoying, Jia Chunhua. Research on emotion of abstract painting based on multi-feature fusion [J]. Application Research of Computers, 2021, 38 (2): 587-590. )

About the Journal

  • Application Research of Computers Monthly Journal
  • Journal ID ISSN 1001-3695
    CN  51-1196/TP

Application Research of Computers, founded in 1984, is an academic journal of computing technology sponsored by Sichuan Institute of Computer Sciences under the Science and Technology Department of Sichuan Province.

Aiming at the urgently needed cutting-edge technology in this discipline, Application Research of Computers reflects the mainstream technology, hot technology and the latest development trend of computer application research at home and abroad in a timely manner. The main contents of the journal include high-level academic papers in this discipline, the latest scientific research results and major application results. The contents of the columns involve new theories of computer discipline, basic computer theory, algorithm theory research, algorithm design and analysis, blockchain technology, system software and software engineering technology, pattern recognition and artificial intelligence, architecture, advanced computing, parallel processing, database technology, computer network and communication technology, information security technology, computer image graphics and its latest hot application technology.

Application Research of Computers has many high-level readers and authors, and its readers are mainly senior and middle-level researchers and engineers engaged in the field of computer science, as well as teachers and students majoring in computer science and related majors in colleges and universities. Over the years, the total citation frequency and Web download rate of Application Research of Computers have been ranked among the top of similar academic journals in this discipline, and the academic papers published are highly popular among the readers for their novelty, academics, foresight, orientation and practicality.

Indexed & Evaluation

  • The Second National Periodical Award 100 Key Journals
  • Double Effect Journal of China Journal Formation
  • the Core Journal of China (Peking University 2023 Edition)
  • the Core Journal for Science
  • Chinese Science Citation Database (CSCD) Source Journals
  • RCCSE Chinese Core Academic Journals
  • Journal of China Computer Federation
  • 2020-2022 The World Journal Clout Index (WJCI) Report of Scientific and Technological Periodicals
  • Full-text Source Journal of China Science and Technology Periodicals Database
  • Source Journal of China Academic Journals Comprehensive Evaluation Database
  • Source Journals of China Academic Journals (CD-ROM Version), China Journal Network
  • 2017-2019 China Outstanding Academic Journals with International Influence (Natural Science and Engineering Technology)
  • Source Journal of Top Academic Papers (F5000) Program of China's Excellent Science and Technology Journals
  • Source Journal of China Engineering Technology Electronic Information Network and Electronic Technology Literature Database
  • Source Journal of British Science Digest (INSPEC)
  • Japan Science and Technology Agency (JST) Source Journal
  • Russian Journal of Abstracts (AJ, VINITI) Source Journals
  • Full-text Journal of EBSCO, USA
  • Cambridge Scientific Abstracts (Natural Sciences) (CSA(NS)) core journals
  • Poland Copernicus Index (IC)
  • Ulrichsweb (USA)