Expert Computer Vision Based Crab Recognition System

Two species of crabs are Chionoecetes bairdi and C. opilio and their hybrids live in the Bering Sea. Two species differ in genetic, morphological and morphometric characteristics. Interbreeding of C. bairdi and C. opilio results in a hybrid form with intermediate morphological and morphometric chara...

Full description

Bibliographic Details
Main Authors: Keesook J. Han, Ahmed H. Tewfik
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.22.884
http://www.ece.umn.edu/users/kjhan/publications/kjhan-papers/icip96_0915.pdf
Description
Summary:Two species of crabs are Chionoecetes bairdi and C. opilio and their hybrids live in the Bering Sea. Two species differ in genetic, morphological and morphometric characteristics. Interbreeding of C. bairdi and C. opilio results in a hybrid form with intermediate morphological and morphometric characteristics. These spaces were determined by analyzing the empirical covariance matrices associated with the two species and hybrid and by taking into account the statistical reliability of the estimated principal components. A modified Eigen Image classifier is implemented based on the assumption that the data is drawn from multivariate Gaussian distributions with different means and covariance matrices. The clustering technique is introduced to minimize the misclassification rate of the Eigen Image classifier. 1.