Single frame image super resolution using ANFIS interpolation: An initial experiment-based approach

Muhammad Ismail, Jing Yang, Changjing Shang, Qiang Shen

Research output: Chapter in Book/Report/Conference proceedingConference Proceeding (Non-Journal item)

2 Citations (SciVal)
53 Downloads (Pure)

Abstract

Image super resolution is a classical problem in image processing. Different from most of the existing super resolution algorithms that work on sufficient training data, in this work, a new super resolution method is proposed to handle the situation where the training data is insufficient by the use of ANFIS (Adaptive Network-based Fuzzy Inference System) interpolation. ANFIS interpolation aims to interpolate an effective ANFIS given only sparse data in the problem area of interest, with the assistance of two well trained ANFISs in the neighbourhood areas. The interpolated ANFIS constructs mappings from low resolution images to high resolution ones, which provides an effective mechanism for further inference of high resolution images from given low resolution ones. Experimental results indicate that the proposed approach entails improved super resolution performance for situations where there is a shortage of training data.
Original languageEnglish
Title of host publicationAdvances in Computational Intelligence Systems
Subtitle of host publicationContributions Presented at the 19th UK Workshop on Computational Intelligence, 2019
EditorsZhaojie Ju, Dalin Zhou, Alexander Gegov, Longzhi Yang, Chenguang Yang
PublisherSpringer Nature
Pages27-40
Number of pages14
Volume1043
ISBN (Electronic)978-3-030-29933-0
ISBN (Print)978-3-030-29932-3
DOIs
Publication statusPublished - 30 Aug 2019
EventUK Workshop on Computational Intelligence - University of Portsmouth, Portsmouth, United Kingdom of Great Britain and Northern Ireland
Duration: 04 Sept 201905 Sept 2019
Conference number: 19
https://www.ukci2019.port.ac.uk/

Publication series

NameAdvances in Intelligent Systems and Computing
Volume1043
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Workshop

WorkshopUK Workshop on Computational Intelligence
Abbreviated titleUKCI 2019
Country/TerritoryUnited Kingdom of Great Britain and Northern Ireland
CityPortsmouth
Period04 Sept 201905 Sept 2019
Internet address

Keywords

  • Image Super Resolution
  • Insufficient training data
  • ANFIS interpolation
  • Image super resolution

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