An innovative optical system and method is disclosed for analyzing and
uniquely identifying high-order refractive indices samples in a diverse
population of nearly identical samples. The system and method are
particularly suitable for ultra-fine materials having similar color,
shape and features which are difficult to identify through conventional
chemical, physical, electrical or optical methods due to a lack of
distinguishing features. The invention discloses a uniquely configured
optical system which employs polarized sample light passing through a
full wave compensation plate, a linear polarizer analyzer and a quarter
wave retardation plate for producing vivid color bi-refringence pattern
images which uniquely identify high-order refractive indices samples in a
diverse population of nearly visually identical samples. The resultant
patterns display very subtle differences between species which are
frequently indiscernable by conventional microscopy methods. When these
images are analyzed with a trainable with a statistical learning model,
such as a soft-margin support vector machine with a Gaussian RBF kernel,
good discrimination is obtained on a feature set extracted from Gabor
wavelet transforms and color distribution angles of each image. By
constraining the Gabor center frequencies to be low, the resulting system
can attain classification accuracy in excess of 90% for vertically
oriented images, and in excess of 80% for randomly oriented images.