IEEE Geoscience and Remote Sensing Magazine - December 2021 - 116
between them to enhance readability. As in the previous case,
the hybrid coder yields better fidelity results than do the other
near-lossless coders for all the metrics, especially at low compressed
data rates. This and other differences among compressors
are comparable to those shown in Figure 8, for similar reasons
as mentioned previously in this section.
When compared to CCSDS 122.1-B-1, all of the nearlossless
codecs yield significantly better PAE results. This is as
expected, as the CCSDS 122.1-B-1 standard is not designed
to bound the maximum introduced error, but rather to minimize
MSE. At low bitrates, i.e., below 1.25 bps, CCSDS 122.1B-1
yields the best PSNR results of all the tested codecs. Again,
this can be explained by the minimization goal of the standard.
At higher bitrates, the hybrid coder of Issue 2 produces
the best PSNR results, which illustrates the competitive performance
of CCSDS 123.0-B-2. When spectral angles are considered,
the relative performance of the near-lossless coders is
very similar to the PAE and PSNR cases. In turn, for the mean
spectral angle metric, CCSDS 122.1-B-1 improves upon all
the other coders for bitrates up to 2 bps. This can be explained
by the fact that CCSDS 122.1-B-1 applies a spectral transform
across all bands, instead of predicting pixel values using a local
spatial and spectral neighborhood. Interestingly, when
the maximum spectral angle is considered, CCSDS 123.0-B-2
yields better results than does CCSDS 122.1-B-1, except for
low bitrates, i.e., below 0.75 bps. This can be explained by the
fact that CCSDS 123.0-B-2 is near lossless, i.e., it bounds the
maximum error introduced in any pixel of the image.
CONCLUSIONS
Multispectral imaging and HSI have become invaluable tools
for many commercial, scientific, and defense applications
2.8
2.4
2
1.6
1.2
0.8
0.4
01 2
Compressed Data Rate (bps)
(a)
Block Adaptive
Sample Adaptive
JPEG-LS
M-CALIC
Hybrid
CCSDS 122.1 (POT)
FIGURE 10. The spectral angle metrics as a function of the compressed data rate. (a) The mean spectral angle and (b) the maximum
spectral angle.
116
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE DECEMBER 2021
of remote sensing. With the advent of sensors allowing enhanced
spatial and spectral resolution, data compression is
paramount to maximize the amount of valuable information
retrieved from spaceborne systems. In particular, nearlossless
compression can significantly improve the effective
capacity of transmission channels while providing strict
control of the distortion introduced in the images. Even
if rate-control strategies are possible, strong quality guarantees
are prioritized over obtaining constant data rates in
near-real time transmission.
The CCSDS 123.0-B-2 compression standard published
by the CCSDS enables the specification of absolute and/
or relative error limits at the image or band level. This is
achieved via the uniform, in-loop quantization of prediction
errors, obtaining higher performance at the expense
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