Reddy Leila, Kanwisher Nancy
McGovern Institute for Brain Research, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, 77 Massachusetts Avenue, Cambridge, Massachusetts 02139, USA.
Curr Biol. 2007 Dec 4;17(23):2067-72. doi: 10.1016/j.cub.2007.10.043. Epub 2007 Nov 8.
Are objects coded by a small number of neurons or cortical regions that respond preferentially to the object in question, or by more distributed patterns of responses, including neurons or regions that respond only weakly? Distributed codes can represent a larger number of alternative items than sparse codes but produce ambiguities when multiple items are represented simultaneously (the "superposition" problem). Recent studies found category information in the distributed pattern of response across the ventral visual pathway, including in regions that do not "prefer" the object in question. However, these studies measured neural responses to isolated objects, a situation atypical of real-world vision, where multiple objects are usually present simultaneously ("clutter"). We report that information in the spatial pattern of fMRI response about standard object categories is severely disrupted by clutter and eliminated when attention is diverted. However, information about preferred categories in category-specific regions is undiminished by clutter and partly preserved under diverted attention. These findings indicate that in natural conditions, the pattern of fMRI response provides robust category information only for objects coded in selective cortical regions and highlight the vulnerability of distributed representations to clutter and the advantages of sparse cortical codes in mitigating clutter costs.
物体是由少量对相关物体有优先反应的神经元或皮质区域编码,还是由更分散的反应模式编码,包括那些反应较弱的神经元或区域?与稀疏编码相比,分布式编码可以表示更多的备选项目,但在同时表示多个项目时会产生模糊性(“叠加”问题)。最近的研究在腹侧视觉通路的分布式反应模式中发现了类别信息,包括在那些并不“偏好”相关物体的区域。然而,这些研究测量的是对孤立物体的神经反应,这在现实世界的视觉中并非典型情况,现实中通常会同时出现多个物体(“杂乱场景”)。我们报告称,功能磁共振成像(fMRI)反应的空间模式中关于标准物体类别的信息会因杂乱场景而严重受损,并且在注意力转移时会被消除。然而,特定类别区域中关于偏好类别的信息不会因杂乱场景而减少,并且在注意力转移时会部分保留。这些发现表明,在自然条件下,fMRI反应模式仅为选择性皮质区域编码的物体提供可靠的类别信息,并突出了分布式表征对杂乱场景的脆弱性以及稀疏皮质编码在减轻杂乱场景成本方面的优势。