Adaptive orthogonal transform for motion compensation residual in video compression

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Abstract

Among the orthogonal transforms used in video and image compression, the Discrete-Cosine-Transform (DCT) is the most commonly used one. In the existing video codecs, the motion-compensation residual (MC-residual) is transformed with the DCT. In this paper, we propose an adaptive orthogonal transform that performs better on the MC-residual than the DCT. We formulate the proposed new transform based on L1-Norm minimization with orthogonal constraints. With the DCT matrix as the starting point, it is guaranteed to derive a better orthogonal transform matrix in terms of L1-Norm minimization. The experimental results confirm that, with little side information, our method leads to higher compression efficiency for the MC-residual. Remarkably, the proposed transform performs better in the high/ complex motion situation. © 2011 Springer-Verlag Berlin Heidelberg.

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Gu, Z., Lin, W., Lee, B. S., & Lau, C. T. (2011). Adaptive orthogonal transform for motion compensation residual in video compression. In Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) (Vol. 6523 LNCS, pp. 40–50). https://doi.org/10.1007/978-3-642-17832-0_5

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