Video resolution enhancement by using discrete and stationary wavelet transforms with illumination compensation

被引:18
作者
Anbarjafari, Gholamreza [1 ]
Izadpanahi, Sara [2 ]
Demirel, Hasan [2 ]
机构
[1] Cyprus Int Univ, KKTC, Dept Elect & Elect Engn, Lefkosa, Turkey
[2] Eastern Mediterranean Univ, KKTC, Dept Elect & Elect Engn, Gazimagusa, Turkey
关键词
Video resolution enhancement; Image processing; Discrete wavelet transform; Stationary wavelet transform; Illumination compensation; IMAGE; SUPERRESOLUTION; INTERPOLATION;
D O I
10.1007/s11760-012-0422-1
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a new video resolution enhancement technique, in which a state-of-the-art illumination compensation procedure is applied to the respective frames before the registration process. After illumination compensation process, the respective frames are registered by using Vandewalle technique. In parallel, the corresponding frame is decomposed into its frequency subbands by using discrete wavelet transform (DWT) and stationary wavelet transform (SWT). Furthermore, the high-frequency subbands (LH, HL, and HH) have been super resolved by using Vandewalle super resolution technique. Afterward, the super resolved high-frequency subbands are being enhanced by the ones obtained through SWT as the latter ones contain more information. The enhanced high-frequency subbands and the output of the registration technique, which is regarded as the low-frequency subband, have been combined by using inverse DWT (IDWT) in order to construct the high-resolution frame. The quantitative (PSNR) results show the superiority of the proposed technique over the conventional and state-of-the-art video resolution enhancement techniques, in which for Akiyo video sequence there are 5.45 dB improvements over the average PSNR compared to Vandewalle registration technique with structure adaptive normalized convolution.
引用
收藏
页码:87 / 92
页数:6
相关论文
共 24 条
[1]   Image Super Resolution Based on Interpolation of Wavelet Domain High Frequency Subbands and the Spatial Domain Input Image [J].
Anbarjafari, Gholamreza ;
Demirel, Hasan .
ETRI JOURNAL, 2010, 32 (03) :390-394
[2]  
[Anonymous], 1999, WAVELET TOUR SIGNAL
[3]   Super-resolution from image sequences - A review [J].
Borman, S ;
Stevenson, RL .
1998 MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, PROCEEDINGS, 1999, :374-378
[4]  
Demirel Hasan, 2009, 2009 17th European Signal Processing Conference (EUSIPCO 2009), P1097
[5]  
Demirel H., 2008, 16 EUR SIGN PROC C E
[6]  
Demirel H, 2011, IEEE IMAGE PROC
[7]   IMAGE Resolution Enhancement by Using Discrete and Stationary Wavelet Decomposition [J].
Demirel, Hasan ;
Anbarjafari, Gholamreza .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2011, 20 (05) :1458-1460
[8]   Satellite Image Contrast Enhancement Using Discrete Wavelet Transform and Singular Value Decomposition [J].
Demirel, Hasan ;
Ozcinar, Cagri ;
Anbarjafari, Gholamreza .
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2010, 7 (02) :333-337
[9]   Data Fusion Boosted Face Recognition Based on Probability Distribution Functions in Different Colour Channels [J].
Demirel, Hasan ;
Anbarjafari, Gholamreza .
EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2009,
[10]   Super-resolution reconstruction of image sequences [J].
Elad, M ;
Feuer, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1999, 21 (09) :817-834