Title :
On Interactive Image Recognition for Human-Machine Interfacing
Author :
Rahman, M.T. ; Bin Bakkre, M.A.J. ; Chowdhury, A.-A.A.R. ; Bhuiyan, Md Al-Amin
Author_Institution :
Northern Univ. Bangladesh, Dhaka
Abstract :
This paper introduces a new concept for the establishment of human-machine symbiotic relationship through interactive image recognition. The system is based on the implementation of knowledge-based image processing methodologies for intelligent recognition of image and intelligent responding for an autonomous robot or machine. This paper includes two novel contributions of image application; one is image metamorphosis another is image recognition for intelligent system. Using these two important image applications we have achieved the interactive image recognition for human-machine interfacing. The system is organized with the learning and recognition of images using neural network with back-propagation algorithm. Images have been processed and converted to feature vectors that are compared with the feature vectors of a training set of images. This image recognition system can play a big role over establishing more perfect human-machine interfacing. The proposed system has been tested extensively with a large data set and it performs accuracy of 93.33% on that database.
Keywords :
backpropagation; image recognition; image resolution; interactive systems; knowledge engineering; man-machine systems; neural nets; robot vision; autonomous machine; autonomous robot; backpropagation algorithm; human-machine interfacing; image metamorphosis; intelligent recognition; intelligent system; interactive image recognition; knowledge-based image processing; neural network; Image converters; Image processing; Image recognition; Intelligent robots; Intelligent systems; Learning systems; Machine intelligence; Man machine systems; Neural networks; Symbiosis;
Conference_Titel :
Convergence Information Technology, 2007. International Conference on
Conference_Location :
Gyeongju
Print_ISBN :
0-7695-3038-9
DOI :
10.1109/ICCIT.2007.339