DocumentCode
3701542
Title
A system for the recognition of biofouling on the surface of the monuments of cultural heritage
Author
Valery Grishkin;Alexander Kovshov;Stanislav Schigorec;Dmitry Vlasov;Aleksey Zhabko;Oleg Iakushkin
Author_Institution
St. Peterburg State University, 7/9 Universitetskaya nab., 199034, Russia
fYear
2015
Firstpage
630
Lastpage
633
Abstract
This paper proposes a system for the recognition of biological contaminants existing on the surface of the cultural heritage monuments. Knowing the type of biological contaminants is necessary to protect the monuments from their harmful impact. The proposed recognition system uses as input a series of images of cultural heritage monuments. The series contains images obtained in the visible and near infrared spectral bands. During preprocessing a series, all images are converted to a selected shooting point, and the background is removed. Feature vector is built from combinations of formal vegetation indices. To recognize the type of biological contaminants, a pretrained classifier based on SVM method with RBF kernel is used.
Keywords
"Biology","Image segmentation","Training","Cultural differences","Image color analysis","Vegetation mapping","Support vector machines"
Publisher
ieee
Conference_Titel
"Stability and Control Processes" in Memory of V.I. Zubov (SCP), 2015 International Conference
Type
conf
DOI
10.1109/SCP.2015.7342244
Filename
7342244
Link To Document