Rotated Orthogonal Transform (ROT) for motion-compensation residual coding
Discrete cosine transform (DCT) is the orthogonal transform that is most commonly used in image and video compression. The motion-compensation residual (MC-residual) is also compressed with the DCT in most video codecs. However, the MC-residual has different characteristics from a nature image. In t...
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sg-ntu-dr.10356-988702020-05-28T07:18:56Z Rotated Orthogonal Transform (ROT) for motion-compensation residual coding Gu, Zhouye Lin, Weisi Lee, Bu-Sung Lau, Chiew Tong School of Computer Engineering DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision Discrete cosine transform (DCT) is the orthogonal transform that is most commonly used in image and video compression. The motion-compensation residual (MC-residual) is also compressed with the DCT in most video codecs. However, the MC-residual has different characteristics from a nature image. In this paper, we develop a new orthogonal transform-rotated orthogonal transform (ROT) that can perform better on the MC-residual than the DCT for coding purposes. We derive the proposed ROT based on orthogonal-constrained L1-Norm minimization problem for its sparse property. Using the DCT matrix as the starting point, a better orthogonal transform matrix is derived. In addition, by exploring inter-frame dependency and local motion activity, transmission of substantial side information is avoided. The experiment results confirm that, with small computation overhead, the ROT is adaptive to change of local spatial characteristic of MC-residual frame and provides higher compression efficiency for the MC-residual than DCT, especially for high- and complex-motion videos. 2013-09-19T03:30:31Z 2019-12-06T20:00:39Z 2013-09-19T03:30:31Z 2019-12-06T20:00:39Z 2012 2012 Journal Article Gu, Z., Lin, W., Lee, B., & Lau, C. T. (2012). Rotated Orthogonal Transform (ROT) for motion-compensation residual coding. IEEE transactions on image processing, 21(12), 4770-4781. 1057-7149 https://hdl.handle.net/10356/98870 http://hdl.handle.net/10220/13527 10.1109/TIP.2012.2206045 en IEEE transactions on image processing © 2012 IEEE |
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DRNTU::Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision Gu, Zhouye Lin, Weisi Lee, Bu-Sung Lau, Chiew Tong Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
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Discrete cosine transform (DCT) is the orthogonal transform that is most commonly used in image and video compression. The motion-compensation residual (MC-residual) is also compressed with the DCT in most video codecs. However, the MC-residual has different characteristics from a nature image. In this paper, we develop a new orthogonal transform-rotated orthogonal transform (ROT) that can perform better on the MC-residual than the DCT for coding purposes. We derive the proposed ROT based on orthogonal-constrained L1-Norm minimization problem for its sparse property. Using the DCT matrix as the starting point, a better orthogonal transform matrix is derived. In addition, by exploring inter-frame dependency and local motion activity, transmission of substantial side information is avoided. The experiment results confirm that, with small computation overhead, the ROT is adaptive to change of local spatial characteristic of MC-residual frame and provides higher compression efficiency for the MC-residual than DCT, especially for high- and complex-motion videos. |
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School of Computer Engineering |
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School of Computer Engineering Gu, Zhouye Lin, Weisi Lee, Bu-Sung Lau, Chiew Tong |
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Article |
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Gu, Zhouye Lin, Weisi Lee, Bu-Sung Lau, Chiew Tong |
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Gu, Zhouye |
title |
Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
title_short |
Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
title_full |
Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
title_fullStr |
Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
title_full_unstemmed |
Rotated Orthogonal Transform (ROT) for motion-compensation residual coding |
title_sort |
rotated orthogonal transform (rot) for motion-compensation residual coding |
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2013 |
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https://hdl.handle.net/10356/98870 http://hdl.handle.net/10220/13527 |
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1681057288522039296 |