Does the brain's ventral visual pathway compute object shape?

TRENDS IN COGNITIVE SCIENCES(2022)

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摘要
A rich behavioral literature has shown that human object recognition is supported by a representation of shape that is tolerant to variations in an object's appearance. Such 'global' shape representations are achieved by describing objects via the spa-tial arrangement of their local features, or structure, rather than by the appearance of the features themselves. However, accumulating evidence suggests that the ventral visual pathway - the primary substrate underlying object recognition - may not represent global shape. Instead, ventral representations may be better described as a basis set of local image features. We suggest that this evidence forces a reevaluation of the role of the ventral pathway in object perception and posits a broader network for shape perception that encompasses contributions from the dorsal pathway.
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关键词
shape perception,object recognition,ventral stream,dorsal stream,viewpoint-invariance,deep neural networks
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