Title :
Developmentally cognitive robot vision
Author :
Jiang, Tao ; Sun, Fuchun ; Jiang, Xingzhou
Author_Institution :
State Key Lab. of Intelligent Technol. & Syst., Tsinghua Univ., Beijing, China
Abstract :
A generic methodology for designing developmental cognitive robot vision systems was proposed to add development capability to cognitive vision systems. Four issues were discussed: (1) human-like architecture suitable for different visual purposes, (2) efficient memory organization, forming, and indexing mechanism proper for emergence of machine imagery and experience-based learning, (3) life-like development model for open-ended cognitive improvement and perception development, and (4) engineering methodology to treat the robot intelligence embodiment as a life-like process combining evolution, development and learning mechanisms. Their possible solutions were also provided: (1) a so-called dual-visual system and dual-memory architecture framework, (2) an "interaction procedure recording" theory plus a new ecological neural evolution approach to solve the interaction and binding problem between dual visual systems, (3) a development model based on a novel hybrid intelligent system theory embedding memory and communication as its inner components, and (4) a four-phase robot life-span development schema for behavior engineering.
Keywords :
active vision; cognitive systems; evolutionary computation; intelligent robots; memory architecture; robot vision; visual perception; active vision; cognitive robot vision; cognitive vision system; dual memory architecture; dual visual system; evolutionary computation algorithm; experience based learning; human like architecture; indexing mechanism; memory organization; neural evolution; robot intelligence; Cognitive robotics; Design methodology; Humanoid robots; Indexing; Intelligent robots; Learning systems; Machine learning; Machine vision; Robot vision systems; Visual system;
Conference_Titel :
Intelligent Control and Automation, 2004. WCICA 2004. Fifth World Congress on
Print_ISBN :
0-7803-8273-0
DOI :
10.1109/WCICA.2004.1342409