The present invention is a method and apparatus that creates a physical
model of image formation and performs a random phasor sum representation
of the physical model to create the probabilistic model. The physical
model incorporates imaging system characteristics, gross shape and
microstructure. The phasor sum representation results from a linear model
of the imaging system characteristics as characterized by a point spread
function. Tissue microstructure is characterized by multiple discrete
scatterers distributed across a surface of the gross shape. Each discrete
scatterer contributes a phasor to the phasor sum representation. The
image model is formed using image pixel-based statistics. Amplitude mean,
amplitude variance and a ratio of amplitude mean to standard deviation is
computed at each image pixel. Based on the computations, each pixel is
classified as Rayleigh or Gaussian and assigned a density function. A
data likelihood is constructed as a product of the assigned density
functions.