EN
SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES
Abstract
Super-resolution is the creation of higher resolution views of pixel-based images through interpolation between the original pixels. Greater super-resolution can be achieved by taking advantage of local regularities inherent in natural images. In this paper, to learn regularities, we make use of the recently proposed SINBAD model of how the cerebral cortical network learns regularities by discovering regularity-simplifying environmental features [5, 14]. Using the regularities discovered with the SINBAD approach, we were able to predict more accurately the interpolated pixels from the ones in the original image and were able to generate visually plausible fine spatial details in the expanded image
Keywords
Details
Primary Language
English
Subjects
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Journal Section
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Publication Date
January 9, 2012
Submission Date
January 9, 2012
Acceptance Date
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Published in Issue
Year 2003 Volume: 3 Number: 1
APA
Kurşun, O., & Favorov, O. (2012). SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering, 3(1), 672-682. https://izlik.org/JA87NS43GD
AMA
1.Kurşun O, Favorov O. SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering. 2012;3(1):672-682. https://izlik.org/JA87NS43GD
Chicago
Kurşun, Olcay, and Oleg Favorov. 2012. “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”. IU-Journal of Electrical & Electronics Engineering 3 (1): 672-82. https://izlik.org/JA87NS43GD.
EndNote
Kurşun O, Favorov O (January 1, 2012) SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering 3 1 672–682.
IEEE
[1]O. Kurşun and O. Favorov, “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”, IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, pp. 672–682, Jan. 2012, [Online]. Available: https://izlik.org/JA87NS43GD
ISNAD
Kurşun, Olcay - Favorov, Oleg. “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”. IU-Journal of Electrical & Electronics Engineering 3/1 (January 1, 2012): 672-682. https://izlik.org/JA87NS43GD.
JAMA
1.Kurşun O, Favorov O. SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering. 2012;3:672–682.
MLA
Kurşun, Olcay, and Oleg Favorov. “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”. IU-Journal of Electrical & Electronics Engineering, vol. 3, no. 1, Jan. 2012, pp. 672-8, https://izlik.org/JA87NS43GD.
Vancouver
1.Olcay Kurşun, Oleg Favorov. SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering [Internet]. 2012 Jan. 1;3(1):672-8. Available from: https://izlik.org/JA87NS43GD