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Complex cells and object recognition

by: S Edelman, N Intrator, T Poggio
(1997)


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Nearest-neighbor correlation-based similarity computation in the space of outputs of complex-type receptive fields can support robust recognition of 3D objects. Our experiments with four collections of objects resulted in mean recognition rates between 84% (for subordinate-level discrimination among 15 quadruped animal shapes) and 94% (for basic-level recognition of 20 everyday objects) , over a 40 ffi Θ 40 ffi range of viewpoints, centered on a stored canonical view and related to it...


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