791
i greatly
*ed and
to those
? system
iype of
being
data are simplified by utilizing only one or two bands at a time,
and automatic processing is supplemented by user-supervision,
the problem becomes mathematically trivial.
A basic characteristic of the ERTS data which can be used
to classify various objects is the frequency distribution of the
gray levels in each band. This is conveniently represented as
a histogram, with the gray levels on one axis, and the number
of cells in the picture exhibiting each particular response on
the other, as in Figure 1. The MSS can sense 128 different
3t particu-
Lsk, which
ictive
5 for re-
rious
te" the data
a.ges using
le terminal.
is may be
t* coordinates
of these
gray levels in bands 4-6; however, in any particular scene, not
all of these may be present. This fine discrimination of gray
levels, many times that attained by the eye or any photographic
products, is one of the factors which makes the digital infor
mation so much more useful for most purposes than the photographs,
one other being the lack of any degradation inherent in photo
graphic reproduction.
Without knowing what objects are in the scene, one can see
by the histogram which classes of objects are separable by
response in this band, choose divisions by the valleys on the
histogram, and use these levels to segmentize the data for
mapping. In this example (Figure 1), the levels from 1 to 29
could be mapped with one symbol, those from 29 to 31 with another,
rjuire re-
Lrected to
5 may be
5 of alpha-
bations,
zed equip-
oftware can
le experience
the terminal
user can
each case
nvolved,
ions attempt
ative methods
etc., at the discretion of the user. Of course, it is a great
help in choosing the intervals to have some knowledge of what
responses to expect in each band from the various classes one
is attempting to map. For example, If one wishes to study
deciduous vegetation, and realizes that deciduous trees give a
high response in band 7 (i.e., are bright relative to other
things in the scene), it is easy to reach the conclusion that
more distinctions should be made toward the upper end of the
sc&le than the lower end, and that anything below the lowest
possible vegetational response can be classified as "other".
This is another great advantage of the digital tapes over the
photographic product; fineness of detail may be restricted solely
to the classes in which one is interested, which both emphasizes
desirable detail and makes for a clearer, simpler picture.
d use, and
nalyzing a
, which
bject or
rly sQphis-
ver, the
The levels chosen can then be used as inputs to a mapping
routine, and the process may be repeated for each of the bands,
the end result being four maps (or more, to emphasize different
groups in each band), each a gray level "photograph" displaying
a different aspect of the scene. At this stage, one has an
analogue of the complete photographic product, which (1) is
greatly magnified in comparison to the photo, (2) covers only
the geographic area in which the user is interested, (3) em
phasizes the details of interest, and (4) is quantitatively
interpreted.