SNowPAc: a multiscale cubic B-spline wavelet compressor for astronomical images

被引:1
|
作者
Pulido, Jesus [1 ]
Zheng, Caixia [2 ]
Thorman, Paul [3 ,4 ]
Hamann, Bernd [1 ]
机构
[1] Univ Calif Davis, Dept Comp Sci, One Shields Ave, Davis, CA 95616 USA
[2] Northeast Normal Univ, Coll Informat Sci & Technol, 2555 Jingyue St, Changchun 130117, Peoples R China
[3] Havetford Coll, Dept Phys, 370 Lancaster Ave, Haverford, PA 19041 USA
[4] Havetford Coll, Dept Astron, 370 Lancaster Ave, Haverford, PA 19041 USA
关键词
methods: data analysis; techniques: image processing; astrometry;
D O I
10.1093/mnras/staa435
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
As more advanced and complex survey telescopes are developed, the size and scale of data being captured grows at increasing rates. Across various domains, data compression through wavelets has enabled the reduction of data size and increase in computation efficiency. In this paper, we provide qualitative and quantitative tests of a new wavelet-based image compression method compared against the current standard for astronomical images. The analysis is improved by making use of state-of-the-art object detection systems to accurately measure the impact of the compression. We find that a combination of lossy wavelet-based methods, efficient quantization, and lossless dictionary compressors can preserve up to 98 per cent of astronomical objects at a 10:1 compression ratio. This significant reduction in file size also preserves astronomical object properties better than existing methods. These methods help further reduce future workloads for image-heavy processing pipelines.
引用
收藏
页码:2545 / 2555
页数:11
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