TY - JOUR
T1 - Real-time pattern recognition with adaptative correlation filters
AU - Diaz-Ramirez, Victor H.
AU - Kober, Vitaly
AU - Alvarez-Borrego, Josue
PY - 2005
Y1 - 2005
N2 - One of the most important performance measures for pattern recognition systems is the discrimination capability, or how well a system can recognize objects of interest as well as reject wrong objects and the background. In real time opto-digital pattern recognition systems the light efficiency (how much of the input light energy passes trough the system) and parameters of optical setup should also taken into account. In this work we propose a new adaptive composite correlation filters based on synthetic discriminant functions, which are able to improve significantly the discrimination capability and which yield a high light efficiency. An iterative design procedure is used for the digital design of phase-only filter. A desired value of the discrimination capability is obtained by exploiting information about the target signal, background, and objects to be rejected. Next the designed filter with a high light efficiency is implemented in an optical setup. We use real scenes to test the proposed filter in a real-time opto-digital system. Experimental results obtained in the system are compared with those obtained with computer simulation.
AB - One of the most important performance measures for pattern recognition systems is the discrimination capability, or how well a system can recognize objects of interest as well as reject wrong objects and the background. In real time opto-digital pattern recognition systems the light efficiency (how much of the input light energy passes trough the system) and parameters of optical setup should also taken into account. In this work we propose a new adaptive composite correlation filters based on synthetic discriminant functions, which are able to improve significantly the discrimination capability and which yield a high light efficiency. An iterative design procedure is used for the digital design of phase-only filter. A desired value of the discrimination capability is obtained by exploiting information about the target signal, background, and objects to be rejected. Next the designed filter with a high light efficiency is implemented in an optical setup. We use real scenes to test the proposed filter in a real-time opto-digital system. Experimental results obtained in the system are compared with those obtained with computer simulation.
KW - Adaptative correlation filters
KW - Discrimination capability
KW - Light efficiency
KW - Optical correlator
KW - Pattern recognition
UR - http://www.scopus.com/inward/record.url?scp=30644464973&partnerID=8YFLogxK
U2 - 10.1117/12.617815
DO - 10.1117/12.617815
M3 - Artículo de la conferencia
AN - SCOPUS:30644464973
SN - 0277-786X
VL - 5909
SP - 1
EP - 7
JO - Proceedings of SPIE - The International Society for Optical Engineering
JF - Proceedings of SPIE - The International Society for Optical Engineering
M1 - 590921
T2 - Applications of Digital Image Processing XXVIII
Y2 - 2 August 2005 through 4 August 2005
ER -