Title :
A WiSARD-Based Approach to CDnet
Author :
De Gregorio, Massimo ; Giordano, M.
Author_Institution :
Ist. di Cibernetica “Eduardo Caianiello”, Consiglio Naz. delle Ric., Pozzuoli, Italy
Abstract :
In this paper, we present a WiSARD-based system (CwisarD) facing the problem of change detection (CD) in multiple images of the same scene taken at different time, and, in particular, motion in videos of the same view taken by a static camera. Although the proposed weightless neural approach is very simple and straightforward, it provides very good results in challenging with others approaches on the ChangeDetection.net benchmark dataset (CDnet).
Keywords :
image motion analysis; natural scenes; neural nets; video signal processing; CDnet; ChangeDetection.net benchmark dataset; CwisarD; WiSARD-based system; change detection; multiple scene images; static camera; video motion; weightless neural approach; Biological neural networks; Cameras; Computational intelligence; Face; Image color analysis; Random access memory; Videos; OpenMP; background subtraction; video surveillance; weightless systems;
Conference_Titel :
Computational Intelligence and 11th Brazilian Congress on Computational Intelligence (BRICS-CCI & CBIC), 2013 BRICS Congress on
Conference_Location :
Ipojuca
DOI :
10.1109/BRICS-CCI-CBIC.2013.37
