Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Lossless Astronomical Image Compression and the Effects of Noise   We compare a variety of lossless image compression methods on a large sample
of astronomical images and show how the compression ratios and speeds of the
algorithms are affected by the amount of noise in the images. In the ideal case
where the image pixel values have a random Gaussian distribution, the
equivalent number of uncompressible noise bits per pixel is given by Nbits
=log2(sigma * sqrt(12)) and the lossless compression ratio is given by R =
BITPIX / Nbits + K where BITPIX is the bit length of the pixel values and K is
a measure of the efficiency of the compression algorithm.
  We perform image compression tests on a large sample of integer astronomical
CCD images using the GZIP compression program and using a newer FITS
tiled-image compression method that currently supports 4 compression
algorithms: Rice, Hcompress, PLIO, and GZIP. Overall, the Rice compression
algorithm strikes the best balance of compression and computational efficiency;
it is 2--3 times faster and produces about 1.4 times greater compression than
GZIP. The Rice algorithm produces 75%--90% (depending on the amount of noise in
the image) as much compression as an ideal algorithm with K = 0.
  The image compression and uncompression utility programs used in this study
(called fpack and funpack) are publicly available from the HEASARC web site. A
simple command-line interface may be used to compress or uncompress any FITS
image file.

29
The categories of this paper are: funct-an
12
The categories of this paper are: nucl-th
14
The categories of this paper are: math-ph
10
The categories of this paper are: q-bio
36
The categories of this paper are: cmp-lg
9
The categories of this paper are: nlin
4
The categories of this paper are: cond-mat
15
The categories of this paper are: nucl-ex
31
The categories of this paper are: ao-sci
35
The categories of this paper are: mtrl-th
32
The categories of this paper are: atom-ph
25
The categories of this paper are: patt-sol
0
The categories of this paper are: hep-ph
1
The categories of this paper are: cs
23
The categories of this paper are: solv-int
2
The categories of this paper are: math