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IEEE Transactions on Circuits and Systems I Regular Papers
Article . 2017 . Peer-reviewed
License: IEEE Copyright
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DBLP
Article . 2020
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Gaussian Pyramid: Comparative Analysis of Hardware Architectures

Authors: Fernanda D. V. R. Oliveira; José Gabriel Rodríguez Carneiro Gomes; Jorge Fernández-Berni; Ricardo Carmona-Galán; Rocío del Río; Ángel Rodríguez-Vázquez;

Gaussian Pyramid: Comparative Analysis of Hardware Architectures

Abstract

This paper addresses a comparison of architectures for the hardware implementation of Gaussian image pyramids. Main differences between architectural choices are in the sensor front-end. One side is for architectures consisting of a conventional sensor that delivers digital images and which is followed by digital processors. The other side is for architectures employing a non-conventional sensor with per-pixel embedded preprocessing structures for Gaussian spatial filtering. This later choice belongs to the general category of “artificial retina” sensors which have been for long claimed as potentially advantageous for enhancing throughput and reducing energy consumption of vision systems. These advantages are very important in the internet of things context, where imaging systems are constantly exchanging information. This paper attempts to quantify these potential advantages within a design space in which the degrees of freedom are the number and type of ADCs, single-slope, SAR, cyclic, ΣΔ , and pipeline, and the number of digital processors. Results show that speed and energy advantages of preprocessing sensors are not granted by default and are only realized through proper architectural design. The methodology presented for the comparison between focal-plane and digital approaches is a useful tool for imager design, allowing for the assessment of focal-plane processing advantages.

Brazilian Research Funding Agencies (CAPES, CNPq, and FAPERJ) 141288/2014-0, 204382/2014-9, E-26/200.350/2016

Ministerio de Economía y Competitividad TEC2015-66878-C3-1-R

Office of Naval Research (USA) N000141410355

Junta de Andalucía TIC 2338-2013

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Spain
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
OpenAIRE UsageCountsViews provided by UsageCounts
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3
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96
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