Title :
Neocognitron capable of position detection and vehicle recognition
Author :
Watanabe, Akihiro ; Andoh, Michinori ; Chujo, Naoya ; Harata, Yoshihisa
Author_Institution :
Toyota Central Res. & Dev. Labs. Inc., Aichi, Japan
Abstract :
We propose a vehicle recognition system using Neocognitron that is tolerant of deformations and shifts in position. For this system, we have developed a function of position detection and a method of supplementing partial features to occluded areas. The system recognizes multiple vehicles independently, even if vehicles are overlapped by other ones. Furthermore, it obtains positions of recognized vehicles in input images
Keywords :
edge detection; feature extraction; filtering theory; learning (artificial intelligence); multilayer perceptrons; neural nets; object recognition; road vehicles; Neocognitron; position detection; vehicle recognition; Feature extraction; Image edge detection; Image recognition; Neural networks; Object detection; Research and development; Robustness; Vehicle detection; Vehicle driving; Vehicles;
Conference_Titel :
Neural Networks, 1999. IJCNN '99. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5529-6
DOI :
10.1109/IJCNN.1999.836160