fMRI Activity Patterns in Human LOC Carry Information about Object Exemplars within Category. Export

@article{Eger08:LOCPatterns, abstract = {Abstract The lateral occipital complex (LOC) is a set of areas in the human occipito-temporal cortex responding to objects as opposed to low-level control stimuli. Conventional functional magnetic resonance imaging (fMRI) analysis methods based on regional averages could not detect signals discriminative of different types of objects in this region. Here, we examined fMRI signals using multivariate pattern recognition (support vector classification) to systematically explore the nature of object-related information available in fine-grained activity patterns in the LOC. Distributed fMRI signals from the LOC allowed for above-chance discrimination not only of the category but also of within-category exemplars of everyday man-made objects, and such exemplar-specific information generalized across changes in stimulus size and viewpoint, particularly in posterior subregions. Object identity could also be predicted from responses of the early visual cortex, even significantly across the changes in size and viewpoint used here. However, a dissociation was observed between these two regions of interest in the degree of discrimination for objects relative to size: In the early visual cortex, two different sizes of the same object were even better discriminated than two different objects (in accordance with measures of pixelwise stimulus similarity), whereas the opposite was true in the LOC. These findings provide the first evidence that direct evoked fMRI activity patterns in the LOC can be different for individual object exemplars (within a single category). We propose that pattern recognition methods as used here may provide an alternative approach to study mechanisms of neuronal representation based on aspects of the fMRI response independent of those assessed in adaptation paradigms.}, address = {University College London, UK.}, author = {Eger, E. and Ashburner, J. and Haynes, J. D. and Dolan, R. J. and Rees, G.}, citeulike-article-id = {2400128}, citeulike-linkout-0 = {http://dx.doi.org/10.1162/jocn.2008.20019}, citeulike-linkout-1 = {http://view.ncbi.nlm.nih.gov/pubmed/18275340}, citeulike-linkout-2 = {http://www.hubmed.org/display.cgi?uids=18275340}, doi = {10.1162/jocn.2008.20019}, issn = {0898-929X}, journal = {J Cogn Neurosci}, keywords = {distributed, fmri, loc, vision}, month = {February}, number = {2}, pages = {356--370}, posted-at = {2008-02-19 21:12:24}, priority = {5}, title = {fMRI Activity Patterns in Human LOC Carry Information about Object Exemplars within Category.}, url = {http://dx.doi.org/10.1162/jocn.2008.20019}, volume = {20}, year = {2008} }

TY - JOUR ID - Eger08:LOCPatterns L3 - citeulike-article-id:2400128 N2 - Abstract The lateral occipital complex (LOC) is a set of areas in the human occipito-temporal cortex responding to objects as opposed to low-level control stimuli. Conventional functional magnetic resonance imaging (fMRI) analysis methods based on regional averages could not detect signals discriminative of different types of objects in this region. Here, we examined fMRI signals using multivariate pattern recognition (support vector classification) to systematically explore the nature of object-related information available in fine-grained activity patterns in the LOC. Distributed fMRI signals from the LOC allowed for above-chance discrimination not only of the category but also of within-category exemplars of everyday man-made objects, and such exemplar-specific information generalized across changes in stimulus size and viewpoint, particularly in posterior subregions. Object identity could also be predicted from responses of the early visual cortex, even significantly across the changes in size and viewpoint used here. However, a dissociation was observed between these two regions of interest in the degree of discrimination for objects relative to size: In the early visual cortex, two different sizes of the same object were even better discriminated than two different objects (in accordance with measures of pixelwise stimulus similarity), whereas the opposite was true in the LOC. These findings provide the first evidence that direct evoked fMRI activity patterns in the LOC can be different for individual object exemplars (within a single category). We propose that pattern recognition methods as used here may provide an alternative approach to study mechanisms of neuronal representation based on aspects of the fMRI response independent of those assessed in adaptation paradigms. IS - 2 JF - J Cogn Neurosci SN - 0898-929X AD - University College London, UK. EP - 370 TI - fMRI Activity Patterns in Human LOC Carry Information about Object Exemplars within Category. VL - 20 SP - 356 KW - distributed KW - fmri KW - loc KW - vision AU - Eger, E AU - Ashburner, J AU - Haynes, JD AU - Dolan, RJ AU - Rees, G PY - 2008/02// UR - http://dx.doi.org/10.1162/jocn.2008.20019 ER -