TY - GEN
T1 - Entropi̇ fonsi̇yonuna dayali uyarlanir karar tümleş ti̇rme yapisi
AU - Günay, Osman
AU - Töreyin, Behçet Uǧur
AU - Köse, Kivanç
AU - Çetin, A. Enis
PY - 2012
Y1 - 2012
N2 - In this paper, an entropy functional based online adaptive decision fusion framework is developed for image analysis and computer vision applications. In this framework, it is assumed that the compound algorithm consists of several sub-algorithms, each of which yields its own decision as a real number centered around zero, representing the confidence level of that particular sub-algorithm. Decision values are linearly combined with weights which are updated online according to an active fusion method based on performing entropic projections onto convex sets describing sub-algorithms. It is assumed that there is an oracle, who is usually a human operator, providing feedback to the decision fusion method. A video based wildfire detection system was developed to evaluate the performance of the decision fusion algorithm.
AB - In this paper, an entropy functional based online adaptive decision fusion framework is developed for image analysis and computer vision applications. In this framework, it is assumed that the compound algorithm consists of several sub-algorithms, each of which yields its own decision as a real number centered around zero, representing the confidence level of that particular sub-algorithm. Decision values are linearly combined with weights which are updated online according to an active fusion method based on performing entropic projections onto convex sets describing sub-algorithms. It is assumed that there is an oracle, who is usually a human operator, providing feedback to the decision fusion method. A video based wildfire detection system was developed to evaluate the performance of the decision fusion algorithm.
UR - http://www.scopus.com/inward/record.url?scp=84863442660&partnerID=8YFLogxK
U2 - 10.1109/SIU.2012.6204712
DO - 10.1109/SIU.2012.6204712
M3 - Konferans katkısı
AN - SCOPUS:84863442660
SN - 9781467300568
T3 - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Proceedings
BT - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012, Proceedings
T2 - 2012 20th Signal Processing and Communications Applications Conference, SIU 2012
Y2 - 18 April 2012 through 20 April 2012
ER -