posted on 1998-01-01, 00:00authored byPrem Janardhan, Martial Hebert, Katsushi Ikeuchi
Many physical phenomena have complex structure in
both space and time. To systematically understand these
phenomena from images we need representations that unify
the treatment of space and time. We create such a representation,
the space-time map, for characterizing contour evolutions.
Many types of information are computed and
stored as facets of the map, registered to a space-time manifold
generated by the evolution. We demonstrate our representation
on the example of Drosophila embryogenesis in
optical section. Changes in embryo shape are reflected as
changes in the dye distribution along the deforming
vitelline membrane contour. We extract a series of contours
and create a two-dimensional space-time map. We track
intensity on this map to obtain a velocity field. We extract
space-time ridges and significant motions on this map, and
use them along with prior knowledge to recognize the significant
features and events of embryogenesis.