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SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES

Year 2003, Volume: 3 Issue: 1, 672 - 682, 09.01.2012

Olcay Kurşun Oleg Favorov

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

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Year 2003, Volume: 3 Issue: 1, 672 - 682, 09.01.2012

Olcay Kurşun Oleg Favorov

Abstract

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Details

Primary Language English
Journal Section Articles
Authors

Olcay Kurşun This is me

Oleg Favorov This is me

Publication Date January 9, 2012
Published in Issue Year 2003 Volume: 3 Issue: 1

Cite

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.
AMA Kurşun O, Favorov O. SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering. January 2012;3(1):672-682.
Chicago Kurşun, Olcay, and Oleg Favorov. “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”. IU-Journal of Electrical & Electronics Engineering 3, no. 1 (January 2012): 672-82.
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 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, 2012.
ISNAD Kurşun, Olcay - Favorov, Oleg. “SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES”. IU-Journal of Electrical & Electronics Engineering 3/1 (January 2012), 672-682.
JAMA 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, 2012, pp. 672-8.
Vancouver Kurşun O, Favorov O. SINGLE-FRAME SUPER-RESOLUTION BY INFERENCE FROM LEARNED FEATURES. IU-Journal of Electrical & Electronics Engineering. 2012;3(1):672-8.
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