Activity-dependent bidirectional plasticity and homeostasis regulation governing structure formation in a model of layered visual memory
- Poster presentation: Our work deals with the self-organization [1] of a memory structure that includes multiple hierarchical levels with massive recurrent communication within and between them. Such structure has to provide a representational basis for the relevant objects to be stored and recalled in a rapid and efficient way. Assuming that the object patterns consist of many spatially distributed local features, a problem of parts-based learning is posed. We speculate on the neural mechanisms governing the process of the structure formation and demonstrate their functionality on the task of human face recognition. The model we propose is based on two consecutive layers of distributed cortical modules, which in turn contain subunits receiving common afferents and bounded by common lateral inhibition (Figure 1). In the initial state, the connectivity between and within the layers is homogeneous, all types of synapses – bottom-up, lateral and top-down – being plastic. During the iterative learning, the lower layer of the system is exposed to the Gabor filter banks extracted from local points on the face images. Facing an unsupervised learning problem, the system is able to develop synaptic structure capturing local features and their relations on the lower level, as well as the global identity of the person at the higher level of processing, improving gradually its recognition performance with learning time. ...
Author: | Evgueni Jitsev, Christoph von der Malsburg |
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URN: | urn:nbn:de:hebis:30-70841 |
DOI: | https://doi.org/10.1186/1471-2202-10-S1-P207 |
Parent Title (English): | BMC neuroscience 2009, 10(Suppl 1):P207 |
Document Type: | Article |
Language: | English |
Year of Completion: | 2009 |
Year of first Publication: | 2009 |
Publishing Institution: | Universitätsbibliothek Johann Christian Senckenberg |
Release Date: | 2009/09/20 |
Volume: | 10(Suppl 1) |
Issue: | P207 |
Note: | © 2009 Jitsev and Malsburg; licensee BioMed Central Ltd. |
Source: | from Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 Berlin, Germany. 18–23 July 2009 |
HeBIS-PPN: | 219000832 |
Institutes: | Wissenschaftliche Zentren und koordinierte Programme / Frankfurt Institute for Advanced Studies (FIAS) |
Dewey Decimal Classification: | 5 Naturwissenschaften und Mathematik / 57 Biowissenschaften; Biologie / 570 Biowissenschaften; Biologie |
Sammlungen: | Sammlung Biologie / Sondersammelgebiets-Volltexte |
Licence (German): | Deutsches Urheberrecht |