Title :
Face recognition evaluation of an association cortex - entorhinal cortex hippocampal formation model by successive learning
Author :
Nakamura, Kiyomi ; Yamazaki, Mamoru ; Ohzawa, Kakuen
Author_Institution :
Graduate school of Eng., Toyama Prefectural Univ., Japan
Abstract :
Based on the visual information processing system in the brain, we developed an association cortex to entorhinal - hippocampal neural network model (AEH model) for learning and recollection of human faces. We evaluated the learning and recollection performance of the AEH model by computer simulation. We presented each human face to the AEH model twice. We regarded that the AEH model recognized each face correctly if the AEH model learned the face the first time and recalled it the second time, in accordance with human perception. In the experiment, ten human faces were successively presented to the AEH model. The recognition performance of the model was 100 percent correct, indicating the effectiveness of the representation and transformation algorithm of the AEH model
Keywords :
Hebbian learning; face recognition; neural nets; Hebb learning; association cortex to entorhinal-hippocampal neural network model; combination coding; face recognition; human faces learning; human faces recollection; human perception; recognition performance; sparse coding; transformation algorithm; visual information processing system; Biological system modeling; Brain modeling; Circuits; Face recognition; Hafnium; Humans; Information processing; Neurons; Shape; Virtual colonoscopy;
Conference_Titel :
SICE 2001. Proceedings of the 40th SICE Annual Conference. International Session Papers
Conference_Location :
Nagoya
Print_ISBN :
0-7803-7306-5
DOI :
10.1109/SICE.2001.977835