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Visual signal representation for fast and robust object recognition | IEEE Conference Publication | IEEE Xplore

Visual signal representation for fast and robust object recognition


Abstract:

Internal signal representation is critical for accurate perception, memory, and rapid recall in natural intelligence. In this paper we consider a model for cognitive comp...Show More

Abstract:

Internal signal representation is critical for accurate perception, memory, and rapid recall in natural intelligence. In this paper we consider a model for cognitive computation that has as its base an algorithm for converting spatial signals into temporal representations. The model is motivated by vision functions but is supported by applications to concept abstraction and analogical thinking, as well as experimental comparison with the pixel intensity representation of visual images. In fact our method has demonstrated ability to defend against a well-known adversarial attack on the MNIST digits recognition. Ordinal optimization is important in achieving quickness of the algorithm.
Date of Conference: 25-28 June 2019
Date Added to IEEE Xplore: 15 August 2019
ISBN Information:
Conference Location: Naples, Italy

References

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