TY - GEN
T1 - Activity detection with dendrite threshold model
AU - Bakirov, Daniyar
AU - Dorzhigulov, Anuar
AU - Swathikiran, S.
AU - James, Alex Pappachen
PY - 2015/9/24
Y1 - 2015/9/24
N2 - This paper presents an activity detection system using dendrite threshold logic neuron models. This method generates a dendrite weight matrix from the background image and detect the changes in the subsequent images through the trained neuron outputs. Using only one layer of dendrite neuron cells with simplistic threshold logic cells, an accuracy of 98% is reported in realistic imaging conditions. The real-time implementation of the system is done using OpenCV libraries to be deployed in raspberry pi platform.
AB - This paper presents an activity detection system using dendrite threshold logic neuron models. This method generates a dendrite weight matrix from the background image and detect the changes in the subsequent images through the trained neuron outputs. Using only one layer of dendrite neuron cells with simplistic threshold logic cells, an accuracy of 98% is reported in realistic imaging conditions. The real-time implementation of the system is done using OpenCV libraries to be deployed in raspberry pi platform.
UR - http://www.scopus.com/inward/record.url?scp=84946228652&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84946228652&partnerID=8YFLogxK
U2 - 10.1109/ICACCI.2015.7275962
DO - 10.1109/ICACCI.2015.7275962
M3 - Conference contribution
AN - SCOPUS:84946228652
T3 - 2015 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015
SP - 2307
EP - 2310
BT - 2015 International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015
A2 - Marques, Oge
A2 - Krishnaswamy, Dilip
A2 - Thampi, Sabu M.
A2 - Callegari, Christian
A2 - Alcaraz Calero, Jose M.
A2 - Takagi, Hideyuki
A2 - Mauri, Jaime Lloret
A2 - Meghanathan, Natarajan
A2 - Rodrigues, Joel
A2 - Bojkovic, Zoran S.
A2 - Rodrigues, Joel
A2 - Sandhu, Ravi
A2 - Wozniak, Michal
A2 - Sahni, Sartaj
A2 - Vinod, M.
A2 - Prasad, Neeli R.
A2 - Que, Xinyu
A2 - Au, Edward
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - International Conference on Advances in Computing, Communications and Informatics, ICACCI 2015
Y2 - 10 August 2015 through 13 August 2015
ER -