ICER is a
wavelet-based
image compression
Image compression is a type of data compression applied to digital images, to reduce their cost for computer data storage, storage or data transmission, transmission. Algorithms may take advantage of visual perception and the statistical properti ...
file format used by the
NASA
The National Aeronautics and Space Administration (NASA ) is an independent agencies of the United States government, independent agency of the federal government of the United States, US federal government responsible for the United States ...
Mars rovers. ICER has both
lossy
In information technology, lossy compression or irreversible compression is the class of data compression methods that uses inexact approximations and partial data discarding to represent the content. These techniques are used to reduce data size ...
and
lossless compression
Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of information. Lossless compression is possible because most real-world data exhibits statisti ...
modes.
The
Mars Exploration Rover
NASA's Mars Exploration Rover (MER) mission was a robotic space mission involving two Mars rovers, ''Spirit (rover), Spirit'' and ''Opportunity (rover), Opportunity'', exploring the planet Mars. It began in 2003 with the launch of the two rove ...
s ''Spirit'' and ''Opportunity'' both used ICER. Onboard image compression is used extensively to make best use of the
downlink resources. The
''Curiosity'' rover supports the use of ICER for its
navigation cameras (but all other cameras use other file formats).
Most of the MER images are compressed with the ICER image compression software. The remaining MER images that are compressed make use of modified Low Complexity Lossless Compression (LOCO) software, a lossless submode of ICER.
ICER is a wavelet-based image compressor that allows for a graceful trade-off between the amount of compression (expressed in terms of compressed data volume in
bits/
pixel
In digital imaging, a pixel (abbreviated px), pel, or picture element is the smallest addressable element in a Raster graphics, raster image, or the smallest addressable element in a dot matrix display device. In most digital display devices, p ...
) and the resulting degradation in image quality (distortion). ICER has some similarities to
JPEG2000, with respect to select wavelet operations.
The development of ICER was driven by the desire to achieve high compression performance while meeting the specialized needs of
deep space applications.
Practical considerations
To control the image quality and amount of compression in ICER, the user specifies a byte quota (the nominal number of bytes to be used to store the compressed image) and a quality level parameter (which is essentially a quality goal). ICER attempts to produce a compressed image that meets the quality level using as few compressed bytes as possible. It stops producing compressed bytes once the quality level or byte quota is met, whichever comes first.
This arrangement provides added flexibility compared to compressors (like the JPEG compressor used on Mars Pathfinder) that provide only a single parameter to control image quality. Using ICER, when the primary concern is the bandwidth available to transmit the compressed image, one can set the quality goal to lossless and the given byte quota will determine the amount of compression obtained.
At the other extreme—when the only important consideration is a minimum acceptable image quality—it is possible to specify sufficiently large byte quota and the amount of compression will be determined by the quality level specified.
To achieve error containment, ICER produces the compressed bitstream in separate pieces or segments that can be decoded independently. These segments represent rectangular regions of the original image, but are defined in the transform domain. If, instead, the image were partitioned directly and the wavelet transform separately applied to each segment, under lossy compression the boundaries between segments would tend to be noticeable in the reconstructed image even when no compressed data is lost.
Since ICER provides a facility for automated flexibility in choosing the number of segments, compression effectiveness can be traded against packet loss protection, thereby accommodating different channel error rates.
More segments are not always bad for compression effectiveness: many images are most effectively compressed using 4 to 6 segments (for megapixel images) because disparate regions of the image end up in different segments.
Design commonalities with the JPEG2000 compressor
JPEG 2000
JPEG 2000 (JP2) is an image compression standard and coding system. It was developed from 1997 to 2000 by a Joint Photographic Experts Group committee chaired by Touradj Ebrahimi (later the JPEG president), with the intention of superseding their ...
has some design commonalities with the ICER image compression format that is used to send images back from the
Mars
Mars is the fourth planet from the Sun. It is also known as the "Red Planet", because of its orange-red appearance. Mars is a desert-like rocky planet with a tenuous carbon dioxide () atmosphere. At the average surface level the atmosph ...
rovers.
ICER (like JPEG 2000) is wavelet-based and provides
* progressive compression.
* lossless compression (using the LOCO compressor).
* lossy compression.
* image context error correction to limit the effects of data loss on the deep-space channel.
ICER overall provides lossy compression performance
competitive with the JPEG2000 image compression standard.
ICER-JPEG 2000 Common Features
* Both offer a variable number of image tiles to increase compression effectiveness over the deep space channel. Image tiles reduce demands on memory and processing time.
* Both offer a 'byte' quota.
* Both offer a 'quality' quota.
ICER-JPEG 2000 differences
JPEG2000 and ICER have many important internal differences
* JPEG 2000 uses floating point math, where ICER uses only integer math. Thus ICER will have good performance on integer only CPUs like the T414
Transputer
The transputer is a series of pioneering microprocessors from the 1980s, intended for parallel computing. To support this, each transputer had its own integrated memory and serial communication links to exchange data with other transputers. ...
, whereas JPEG 2000 will not perform as well as it is forced into
floating point emulation.
* ICER reverts to a separate internal LOCO (Low Complexity Lossless Compression) compressor for lossless image compression.
* JPEG 2000 implements a low complexity symmetrical wavelet lossless compressor, but ICER uses an integer only non-wavelet lossless compressor.
* ICER and JPEG 2000 encode color spaces differently.
* ICER in its current form does compress monochrome images better than colour images due to its origins as an internal NASA
Deep Space Network
The NASA Deep Space Network (DSN) is a worldwide Telecommunications network, network of spacecraft communication ground segment facilities, located in the United States (California), Spain (Madrid), and Australia (Canberra), that supports NASA' ...
file format.
* ICER is subject to less than 1% overshoot when byte and quality quotas are in effect. On the other hand, JPEG2000 codecs are typically designed never to overshoot their byte quotas.
When should one use ICER or ICER-3D
ICER was created for low end 32 bit
CPUs (essentially
embedded computers) on spacecraft. It was finally used for the Mars Exploration Rovers. It has never been used for any real time application, only near real time.
JPEG2000 has been used by many image processing applications in near real time and real-time (Digital Cinema, Broadcast). Main advantages of the codec is that it is License free (JPEG2000 PART1). The JPEG committee has stated: “It has always been a strong goal of the JPEG committee that its standards should be implementable in their baseline form without payment of royalty and license fees.
..Agreements have been reached with over 20 large organizations holding many patents in this area to allow use of their intellectual property in connection with the standard without payment of license fees or royalties”.
Hewlett-Packard
The Hewlett-Packard Company, commonly shortened to Hewlett-Packard ( ) or HP, was an American multinational information technology company. It was founded by Bill Hewlett and David Packard in 1939 in a one-car garage in Palo Alto, California ...
's
Remote Graphics Software uses a video codec called
HP3 (codec) which claims to derive from Mars rover compression - this could be a real-time implementation of ICER.
[Autodesk User Group International: "April 2008"]
"HP Remote Graphics Software (RGS) ... ses... an HP patented compression algorithm developed for the NASA Mars rover program that compresses and encrypts graphics data"
ICER offers a new mode called Spectral+ICER that makes possible lower rate distortion levels (aka grey level errors) with ICER images. This mode is only so far being used with the Mars Pathfinders, but may see wider implementation in the ICER standar
ICER-3D
ICER-3D is a compressor for hyperspectral images. Error-containment segments in ICER-3D are defined spatially (in the wavelet transform domain), similarly to JPEG 2000. The wavelet-transformed data are partitioned in much the same way as in ICER, except that in ICER-3D the segments extend through all spectral bands. Error-containment segments in ICER and ICER-3D are defined using an unmodified form of the ICER rectangle partitioning algorithm.
In ICER-3D, contexts are defined based on two neighboring coefficients in the spectral dimension and no neighboring coefficients in the same spatial plane. This contrasts with the context modeling scheme used by ICER, which makes use of previously encoded information from spatially neighboring coefficients.
ICER-3D exploits 3D data dependencies in part by using a 3-D wavelet decomposition. The particular
decomposition used by ICER-3D includes additional spatial decomposition steps compared to a 3-D Mallat
decomposition. This modified decomposition provides benefits in the form of quantitatively improved
rate-distortion performance and in the elimination of spectral
ringing artifacts.
ICER-3D takes advantage of the correlation properties of wavelet-transformed hyperspectral data by
using a context modeling procedure that emphasizes spectral (rather than spatial) dependencies in the
wavelet-transformed data. This provides a significant gain over the alternative spatial context modeler considered.
ICER-3D also inherits most of the important features of ICER, including progressive compression, the ability to perform lossless and lossy compression, and an effective error-containment scheme to limit the effects of data loss on the deep-space channel.
References
External links
The ICER Progressive Wavelet Image CompressorLossy Image Compression from Mars RoversICER 3D
{{Graphics file formats
Graphics file formats
Spaceflight technology
ISO standards
Wavelets