Speaker: Fred Noo
Title: Data requirements in X-ray computed tomography
This talk will discuss the amount and location of
measurements required to obtain accurate images in x-ray
computed tomography (CT). To simplify the discussion I will
initially focus on single-slice imaging. Also, I will use
the observation that each measurement in CT provides
information on a line in space, namely the line that
connects the x-ray source focus to the detector center.
Following the 1917 theory of the mathematician Johan Radon,
it was observed that the measurements should represent a
uniform coverage of all possible lines passing through the
object within the slice of interest. In other words,
accurate reconstruction is not possible if a large angle of
measurement orientations is missing. This fact is often
called "the limited angle problem", and I will illustrate
the difficulties inherent to this problem that make accurate
reconstruction impossible. After the limited angle problem,
I will discuss two additional problems: the interior and the
exterior problems. These problems appear when all
measurement orientations are nicely covered, but for each
orientation, there is a significant amount of lines not
covered by the measurements while passing through the object
under study. This amount is found near the edges of the
object in the interior problem, and near the center of the
object in the exterior problem. I will show that in some
ways the interior problem is more easily manageable than the
others. Putting together all these problems, it has been
often declared that CT is "all or nothing", that is whether
we are interested in the full slice or just a
region-of-interest in it, measurements must cover the entire
slice. This principle has driven developments in CT since
its beginning. However, researches initiated and pursued at
UCAIR are showing more and more that CT is not "all or
nothing": regions-of-interest can be imaged accurately with
limited radiation exposure. I will discuss these findings,
which, quoting C. Crawford from Analogic Corporation forces
a completely rethinking of the concept of CT. Following the
trend of my talk last year, I will be avoiding most
equations, focussing on the fundamental aspects.