Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets
Theoretical and simulational evidence, as well as experimental indications, are accumulating that quantum associative memory and imaging are possible. We compare these data with biological evidence. since we find them to a significant extent compatible. This paper presents a computationally implemen...
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| Format: | Article |
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2005
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| Online Access: | http://shdl.mmu.edu.my/2168/ |
| _version_ | 1848789982394712064 |
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| author | Peruš, Mitja Bischof, Horst Loo, Chu Kiong |
| author_facet | Peruš, Mitja Bischof, Horst Loo, Chu Kiong |
| author_sort | Peruš, Mitja |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | Theoretical and simulational evidence, as well as experimental indications, are accumulating that quantum associative memory and imaging are possible. We compare these data with biological evidence. since we find them to a significant extent compatible. This paper presents a computationally implementable integrative model of appearance-based viewpoint-invariant recognition of objects. The neuro-quantum hybrid model incorporates neural processing up to VI and quantum associative processing in VI, achieving together an object-recognition result in V2 and ITC. Results of our simulation of the central quantum-like parts of the bio-model, receiving neurally pre-processed inputs, are presented. This part contains our original simulated storage by multiple quantum interference of image-encoding Gabor wavelets done in a Hebbian way, especially using the Griniasty et al. pose-sequence learning rule. (c) 2005 Elsevier Ireland Ltd. All rights reserved. |
| first_indexed | 2025-11-14T18:05:22Z |
| format | Article |
| id | mmu-2168 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:05:22Z |
| publishDate | 2005 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-21682011-09-19T08:22:44Z http://shdl.mmu.edu.my/2168/ Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets Peruš, Mitja Bischof, Horst Loo, Chu Kiong Q Science (General) Theoretical and simulational evidence, as well as experimental indications, are accumulating that quantum associative memory and imaging are possible. We compare these data with biological evidence. since we find them to a significant extent compatible. This paper presents a computationally implementable integrative model of appearance-based viewpoint-invariant recognition of objects. The neuro-quantum hybrid model incorporates neural processing up to VI and quantum associative processing in VI, achieving together an object-recognition result in V2 and ITC. Results of our simulation of the central quantum-like parts of the bio-model, receiving neurally pre-processed inputs, are presented. This part contains our original simulated storage by multiple quantum interference of image-encoding Gabor wavelets done in a Hebbian way, especially using the Griniasty et al. pose-sequence learning rule. (c) 2005 Elsevier Ireland Ltd. All rights reserved. 2005-11 Article NonPeerReviewed Peruš, Mitja and Bischof, Horst and Loo, Chu Kiong (2005) Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets. Biosystems, 82 (2). pp. 116-126. ISSN 03032647 http://dx.doi.org/10.1016/j.biosystems.2005.06.004 doi:10.1016/j.biosystems.2005.06.004 doi:10.1016/j.biosystems.2005.06.004 |
| spellingShingle | Q Science (General) Peruš, Mitja Bischof, Horst Loo, Chu Kiong Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title | Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title_full | Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title_fullStr | Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title_full_unstemmed | Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title_short | Bio-computational model of object-recognition: Quantum Hebbian processing with neurally shaped Gabor wavelets |
| title_sort | bio-computational model of object-recognition: quantum hebbian processing with neurally shaped gabor wavelets |
| topic | Q Science (General) |
| url | http://shdl.mmu.edu.my/2168/ http://shdl.mmu.edu.my/2168/ http://shdl.mmu.edu.my/2168/ |