We consider a class of matrix signal processes that are received in the presence of multiplicative observation noise. By examining the differential version of the observation, we are able to derive finite-dimensional optimal detection-estimation equations that involve a linear filter with gain computed on-line using the incoming observations. An example involving the detection of an actuator failure on a rotating rigid body is considered.