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TRLE-an efficient data compression scheme for image composition of volume rendering on distributed memory multicomputers

机译:TRLE-一种高效的数据压缩方案,用于在分布式内存多计算机上进行体绘制的图像合成

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Data compression is a well-known method to improve the image composition time of parallel volume rendering on distributed memory multicomputers. In this paper, we propose an efficient data compression scheme, the template run-length encoding (TRLE) scheme, for image composition. Given an image with 2n x 2n pixels, in the TRLE scheme, the image is treated as n x n blocks and each block has 2 x 2 pixels. Since a pixel can be a blank or non-blank pixel, there 16 templates in a block. To compress an image, the TRLE scheme encodes an image block by block similar to the run-length encoding scheme. However, the TRLE scheme can filter out or use small space to encode blocks whose four pixels are blank pixels, that is, the TRLE scheme can encode a partial image according to the shape of non-blank pixels. To evaluate the performance of the TRLE scheme, we compare the proposed scheme with the BR, the RLE, and the BRLC schemes. Since a data compression scheme needs to cooperate with some data communication schemes, in the implementation, the binary-swap, the parallel-pipelined, and the rotate-tiling data communication schemes are used. By combining the four data compression schemes with the three data communication schemes, we have twelve image composition methods. These twelve methods are implemented on an IBM SP2 parallel machine. Four volume datasets are used as test samples. The data computation time and the data communication time are measured. The experimental results show that the TRLE data compression scheme with the rotate-tiling data communication scheme outperforms other eleven image composition methods for all test samples.
机译:数据压缩是一种众所周知的方法,可以改善分布式内存多计算机上并行体绘制的图像合成时间。在本文中,我们提出了一种有效的数据压缩方案,即模板游程长度编码(TRLE)方案,用于图像合成。给定一个具有2n x 2n像素的图像,在TRLE方案中,该图像被视为n x n个块,每个块具有2 x 2像素。由于像素可以是空白或非空白像素,因此一个块中有16个模板。为了压缩图像,TRLE方案类似于游程长度编码方案,逐块编码图像。然而,TRLE方案可以滤出或使用小的空间来对四个像素为空白像素的块进行编码,也就是说,TRLE方案可以根据非空白像素的形状对部分图像进行编码。为了评估TRLE方案的性能,我们将提出的方案与BR,RLE和BRLC方案进行了比较。由于数据压缩方案需要与某些数据通信方案配合使用,因此在实现中,使用了二进制交换,并行流水线和旋转平铺数据通信方案。通过将四种数据压缩方案与三种数据通信方案结合起来,我们有十二种图像合成方法。这十二种方法是在IBM SP2并行计算机上实现的。四个体积数据集用作测试样本。测量数据计算时间和数据通信时间。实验结果表明,对于所有测试样本,带有旋转-平铺数据通信方案的TRLE数据压缩方案优于其他十一种图像合成方法。

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