Title :
Object representation-by-fragments in the visual system: a neurocomputational model
Author :
Joyce, Dan U. ; Richards, Lynn V. ; Cangelosi, Angelo ; Coventry, Kenny R.
Author_Institution :
Dept. of Psychol., Univ. of Plymouth, UK
Abstract :
The paper presents a model of visual object representation by fragment views, rather than canonically-oriented whole-object views used in Chorus systems. Following recent results (Sheinberg and Logothetis, 2001) on object representation in inferotemporal cells during free viewing, we implemented a simplified attentional system which yields fragment views of objects, which are then used to train object-tuned modules. Each object is represented by a complete RBF module, instantiating a representation space. We show that such a system can produce distributed representations, like Chorus of views systems, and that dissociating objects from retinotopy enables a fuller model of scene geometry analysis to be advanced.
Keywords :
medical computing; neurophysiology; vision; Chorus systems; RBF module; distributed representations; fragment views; free viewing; inferotemporal cells; neurocomputational model; object representation; object representation-by-fragments; object-tuned modules; representation space; retinotopy; scene geometry analysis; simplified attentional system; views systems; visual object representation; visual system; Adaptive systems; Geometry; Layout; Neuroscience; Performance analysis; Pixel; Psychology; Solid modeling; Videos; Visual system;
Conference_Titel :
Neural Information Processing, 2002. ICONIP '02. Proceedings of the 9th International Conference on
Print_ISBN :
981-04-7524-1
DOI :
10.1109/ICONIP.2002.1202147