Mj. Chantler et Jp. Stoner, AUTOMATIC INTERPRETATION OF SONAR IMAGE SEQUENCES USING TEMPORAL FEATURE MEASURES, IEEE journal of oceanic engineering, 22(1), 1997, pp. 47-56
This paper reports the development of a system for the automated inter
pretation of sector scan sonar data. It proposes the use of a new comb
ination of feature measures derived from sequences of sonar scans to c
haracterize the behavior of targets' returns over time. Previous resea
rch used grey-scale and shape descriptors derived from single sonar sc
ans. However, problems were experienced with targets whose return vari
ed significantly over time (such as divers, UUV's, and ships' wakes).
Hence a new set of temporal feature measures has been developed by com
bining existing one-dimensional temporal measures and two-dimensional
object descriptors. These new features provide a quantitative descript
ion of the behavior of a target's two-dimensional returns over a seque
nce of sonar scans. Experiments with a limited but real data set have
shown that classification accuracy can be significantly improved by th
e use of these new features. The use of ''static'' feature measures (d
erived from a single scan) was observed to give classification errors
of between 7% and 10% when they were applied to the data set. In contr
ast, the use of temporal measures reduced this error rate to 1% or 2%
and in some cases reduced it to zero.