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

Muhammad Ismail, Jing Yang, Changjing Shang, Qiang Shen

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

25 Wedi eu Llwytho i Lawr (Pure)


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.
Iaith wreiddiolSaesneg
TeitlAdvances in Computational Intelligence Systems
Is-deitlContributions Presented at the 19th UK Workshop on Computational Intelligence, 2019
GolygyddionZhaojie Ju, Dalin Zhou, Alexander Gegov, Longzhi Yang, Chenguang Yang
CyhoeddwrSpringer Nature
Nifer y tudalennau14
ISBN (Electronig)978-3-030-29933-0
ISBN (Argraffiad)978-3-030-29932-3
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 30 Awst 2019
DigwyddiadUK Workshop on Computational Intelligence - University of Portsmouth, Portsmouth, Teyrnas Unedig Prydain Fawr a Gogledd Iwerddon
Hyd: 04 Medi 201905 Medi 2019
Rhif y gynhadledd: 19

Cyfres gyhoeddiadau

EnwAdvances in Intelligent Systems and Computing
ISSN (Argraffiad)2194-5357
ISSN (Electronig)2194-5365


GweithdyUK Workshop on Computational Intelligence
Teitl crynoUKCI 2019
Gwlad/TiriogaethTeyrnas Unedig Prydain Fawr a Gogledd Iwerddon
Cyfnod04 Medi 201905 Medi 2019
Cyfeiriad rhyngrwyd

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