Super-resolutions based on shock filter and non local means with BM3D for congruity

Ken Iwamoto, Taichi Yoshida, Masaaki Ikehara

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

In this paper, we propose two kind of image superresolution methods based on the shock filter and non local means(NLM). One is a method using shock filter to enhance the high frequency components. Another is a method using NLM based on self similarity of images. Compared with interpolation, super-resolution should produce high resolution images by correctly generating their missing high frequency components. The shock filter based method only applies the shock filter to the high frequency components of an enlarged image by the linear interpolation method. Since the proposed method effectively enhances the sharpness of edges and avoids the over enhancement of texture and smooth regions, the enlarged image is natural and the computational complexity is very low. The NLM based method achieves a high resolution image by using self similarity. It is possible to reduce computational complexity and get good quality of the image by the similarity between the low and high resolution images. In order to improve the quality further, we utilize BM3D which is used in denoising for the super-resolution based on image congruity. In simulations, the proposed method objectively and perceptually shows better results than the conventional method.

Original languageEnglish
Title of host publicationIEEE Region 10 Annual International Conference, Proceedings/TENCON
PublisherInstitute of Electrical and Electronics Engineers Inc.
Volume2015-January
ISBN (Print)9781479940752
DOIs
Publication statusPublished - 2015 Jan 26
Event2014 IEEE Region 10 Conference, TENCON 2014 - Bangkok, Thailand
Duration: 2014 Oct 222014 Oct 25

Other

Other2014 IEEE Region 10 Conference, TENCON 2014
CountryThailand
CityBangkok
Period14/10/2214/10/25

Fingerprint

Image resolution
Computational complexity
Interpolation
Optical resolving power
Textures

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Computer Science Applications

Cite this

Iwamoto, K., Yoshida, T., & Ikehara, M. (2015). Super-resolutions based on shock filter and non local means with BM3D for congruity. In IEEE Region 10 Annual International Conference, Proceedings/TENCON (Vol. 2015-January). [7022420] Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/TENCON.2014.7022420

Super-resolutions based on shock filter and non local means with BM3D for congruity. / Iwamoto, Ken; Yoshida, Taichi; Ikehara, Masaaki.

IEEE Region 10 Annual International Conference, Proceedings/TENCON. Vol. 2015-January Institute of Electrical and Electronics Engineers Inc., 2015. 7022420.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Iwamoto, K, Yoshida, T & Ikehara, M 2015, Super-resolutions based on shock filter and non local means with BM3D for congruity. in IEEE Region 10 Annual International Conference, Proceedings/TENCON. vol. 2015-January, 7022420, Institute of Electrical and Electronics Engineers Inc., 2014 IEEE Region 10 Conference, TENCON 2014, Bangkok, Thailand, 14/10/22. https://doi.org/10.1109/TENCON.2014.7022420
Iwamoto K, Yoshida T, Ikehara M. Super-resolutions based on shock filter and non local means with BM3D for congruity. In IEEE Region 10 Annual International Conference, Proceedings/TENCON. Vol. 2015-January. Institute of Electrical and Electronics Engineers Inc. 2015. 7022420 https://doi.org/10.1109/TENCON.2014.7022420
Iwamoto, Ken ; Yoshida, Taichi ; Ikehara, Masaaki. / Super-resolutions based on shock filter and non local means with BM3D for congruity. IEEE Region 10 Annual International Conference, Proceedings/TENCON. Vol. 2015-January Institute of Electrical and Electronics Engineers Inc., 2015.
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