We consider the problem of recognizing CAD models at arbitrary orientations
observed via the projective transformation on an imaging sensor with noise
. Bounds on codebook size are established through the rate-distortion curve
for a distortion measure derived from the Hilbert-Schmidt norm fur element
s of the orthogonal group.