| Presentation | 2002/3/11 Human Face Recognition by an Association Cortex - Entorhinal Cortex - Hippocampal Formation Model Mamoru YAMAZAKI, Junnichi NITTA, Kiyomi NAKAMURA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In regard to memorization and recollection process of visual stimuli, we proposed a neural network model, i.e. Association Cortex - Entorhinal Cortex - Hippocampal Formation Model (AEH model) and tested the recognition performance of AEH model using human faces. This model is constructed by incorporating neurophysiological knowledge into Jones's hypothesis. We introduced new neural net which performed a sparse code learning between long term memory layer in inferotemporal cortex and hippocampal formation in order to recollect the sparse code in hippocampal formation and to perform additional learning in recollection. We presented each human face to the AEH model twice and regarded that the AEH model recognized each face correctly if the AEH model learned the face the first time and recollected it the second time. We used 20 human faces to learn and recollect successively in our experiment. Recognition performance of the model was over 95 percent correct. Besides the model performed additional learning and reinforced memory in recollection. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Face recognition / Learning / Memory / Recollection / Sparse code |
| Paper # | NC2001-142 |
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| Committee | NC |
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| Conference Date | 2002/3/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Human Face Recognition by an Association Cortex - Entorhinal Cortex - Hippocampal Formation Model |
| Sub Title (in English) | |
| Keyword(1) | Face recognition |
| Keyword(2) | Learning |
| Keyword(3) | Memory |
| Keyword(4) | Recollection |
| Keyword(5) | Sparse code |
| 1st Author's Name | Mamoru YAMAZAKI |
| 1st Author's Affiliation | Graduate School of Engineering Toyama Prefectural University() |
| 2nd Author's Name | Junnichi NITTA |
| 2nd Author's Affiliation | Graduate School of Engineering Toyama Prefectural University |
| 3rd Author's Name | Kiyomi NAKAMURA |
| 3rd Author's Affiliation | Graduate School of Engineering Toyama Prefectural University |
| Date | 2002/3/11 |
| Paper # | NC2001-142 |
| Volume (vol) | vol.101 |
| Number (no) | 735 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |