Disparity compensation of light fields for improved efficiency in 4D transform-based encoders

João M. Santos, Lucas A. Thomaz, P. Assunção, L. Cruz, Luis M. N. Tavora, S. Faria
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引用次数: 1

Abstract

Efficient light field en coders take advantage of the inherent 4D data structures to achieve high compression performance. This is accomplished by exploiting the redundancy of co-located pixels in different sub-aperture images (SAIs) through prediction and/or transform schemes to find a m ore compact representation of the signal. However, in image regions with higher disparity between SAIs, such scheme’s performance tends to decrease, thus reducing the compression efficiency. This paper introduces a reversible pre-processing algorithm for disparity compensation that operates on the SAI domain of light field data. The proposed method contributes to improve the transform efficiency of the encoder, since the disparity-compensated data presents higher correlation between co-located image blocks. The experimental results show significant improvements in the compression performance of 4D light fields, achieving Bjontegaard delta rate gains of about 44% on average for MuLE codec using the 4D discrete cosine transform, when encoding High Density Camera Arrays (HDCA) light field images.
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提高4D变换编码器效率的光场视差补偿
高效光场编码器利用固有的四维数据结构来实现高压缩性能。这是通过预测和/或转换方案利用不同子孔径图像(SAIs)中共定位像素的冗余来实现的,以找到更紧凑的信号表示。然而,在sai之间差异较大的图像区域,该方案的性能趋于下降,从而降低了压缩效率。介绍了一种对光场数据SAI域进行视差补偿的可逆预处理算法。由于差分补偿后的数据在同位图像块之间具有较高的相关性,该方法有助于提高编码器的变换效率。实验结果表明,在编码高密度相机阵列(HDCA)光场图像时,采用四维离散余弦变换的MuLE编解码器实现了约44%的Bjontegaard δ速率增益,显著改善了四维光场压缩性能。
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