1049
3D CRATER DATABASE PRODUCTION ON MARS BY AUTOMATED CRATER
DETECTION AND DATA FUSION
J. I. Simpson a-b *, J.R Kim b , J-P. Muller b
a QINETIQ Sundridge, Darenth House, 84 Main Road, Nr. Sevenoaks, Kent, TNI4 6ER, UK
b Mullard Space Science Laboratory - Holmbury St. Mary - Dorking - Surrey - RH5 6NT, UK
jsimpson@qinetiq.com, jkim@mssl.ucl.ac.uk, jpm@mssl.ucl.ac.uk
WG VI/7
KEY WORDS: Planetary mapping, Geology, Automation, Imagery, GIS, DEM/DTM, Fusion, Algorithms
ABSTRACT:
Impact crater databases are a key resource for planetary geologists. Uses include studies of relative and absolute surface (age)
chronologies, erosional processes, hydrological evolution and climate history. This paper describes the creation of 2D and 3D Mars
crater databases from high resolution HRSC stereo imagery using data fusion and automated crater detection methods. A semi-
automated process has been developed which incorporates a software GIS tool to facilitate the statistical assessment of detection
rates and quality as well as provide 100% coverage with minimal human interaction. A specialized stereo matching system for
impact craters using high quality HRSC stereo imagery with derived 2D crater boundaries was subsequently developed and applied.
Using this tool, the best possible 3D profiles for various scale ranges were then extracted and cross verified using the 2D crater data.
The algorithms which are demonstrated in this paper will provide a very powerful tool for future planetary studies.
1. INTRODUCTION
After more than four decades of research and manual efforts,
only a few tens of thousands of the millions of craters on Mars
have been catalogued, mainly those with diameters > 5 km.
Automated techniques for crater detection and cataloguing are
therefore necessary to take advantage of the vast quantities of
remotely sensed data now available, especially now that 3D
information is routinely available from the ESA Mars Express
HRSC instrument (Albertz et al., Scholten et al., 2005).
For the results of automated crater detection systems to be
useful, high levels of accuracy must be achieved. This raises
two immediate problems. Firstly, the accuracy of existing
automated approaches is generally unsatisfactory and needs to
be improved. Secondly, the lack of ground truth data makes it
difficult to perform a meaningful and reasonably objective
assessment. A further challenge is the development of a fully
automated crater detection system capable of achieving
accuracies > 95%.
A number of databases of craters on Mars are readily available
through the United States Geological Survey (USGS) website
for the Planetary Interactive GIS Web Analyzable Database
(PIGWAD) such as the Barlow catalogue containing 42,283
craters of diameters > 5km. This was produced in the late
1980s from Viking 1:2,000,000 scale imagery with ~231m/pixel
resolution and is currently undergoing revisions to include Mars
Global Surveyor and Mars Odyssey data (Barlow et al., 2003).
Also available through PIGWAD are the Roddy catalogue of
4,300 craters > 10km diameter, with morphological details; the
Kuzmin catalogue and the Costard catalogue of 2,600 craters
with fluidized ejecta blankets. All have crater diameters >5km.
The most important application field for reliable crater
cataloguing and counting (using the Size Frequency
Distributions) is the surface dating of planets. For example,
surfaces on Mars have been subjected to a greater degree of
modification than the Moon due to processes unique to Mars,
such as water erosion. In addition to volcanic lava flows, there
are areas of mobile sand dunes that obliterate smaller craters
faster than larger ones, there is evidence of large-scale fluvial
flows and ice movement with clear examples of surfaces that
have been buried and/or exhumed. Whilst increasing the
complexity, these dynamic processes can provide valuable
information when analysed together with crater size-frequency
distributions. Hartmann (1966) described how the age of a
surface derived from crater counts is dependent both on the rate
of crater formation and on the length of time that craters of that
size last before evidence is lost due to erosion etc., Hartmann
coined the term “crater retention age” as the average time
interval that craters of a given size are retained on a surface.
There is general agreement that the Solar System experienced
very high impact rates during a period from around 4.6 to 3.8
billion years ago, known as the “heavy bombardment”, which
then rapidly lessened and became relatively stable. This
relatively stable cratering rate is the basis for surface dating
techniques which use the distribution of sizes and counts of
craters.
However, there are two problems to employ existing catalogues
or in future more detailed catalogues for Martian chronology
and geomorphological research. First of all, these catalogues
focus on the larger craters, generally with diameters > 5km,
whilst the target diameter for the application of geological
research is mainly from around a few hundred metres up to a
few km, essentially covering the size frequency distribution
below the Barlow catalogue.
The other problem is the deficiency of 3D information on
craters. For research on erosional process over impact craters,
the DTMs of corresponding crater is absolutely essential. The
other need for 3D information is to enable the extraction of the
depth-diameter ratio or the bottom shapes of crater. Secondary
craters affect the dating of surfaces using crater counts since a
single large primary impact can cause a great number of
secondaries which will artificially increase the count and thus
increase the age estimate.
* Corresponding author