Title :
CMOS-3D Smart Imager Architectures for Feature Detection
Author :
Suárez, Manuel ; Brea, Víctor M. ; Fernández-Berni, J. ; Carmona-Galán, R. ; Liñán, G. ; Cabello, D. ; Rodríguez-Vázquez, Ángel
Author_Institution :
Centro de Investig. en Tecnol. de la Informacion (CITIUS), Univ. of Santiago de Compostela, Santiago de Compostela, Spain
Abstract :
This paper reports a multi-layered smart image sensor architecture for feature extraction based on detection of interest points. The architecture is conceived for 3-D integrated circuit technologies consisting of two layers (tiers) plus memory. The top tier includes sensing and processing circuitry aimed to perform Gaussian filtering and generate Gaussian pyramids in fully concurrent way. The circuitry in this tier operates in mixed-signal domain. It embeds in-pixel correlated double sampling, a switched-capacitor network for Gaussian pyramid generation, analog memories and a comparator for in-pixel analog-to-digital conversion. This tier can be further split into two for improved resolution; one containing the sensors and another containing a capacitor per sensor plus the mixed-signal processing circuitry. Regarding the bottom tier, it embeds digital circuitry entitled for the calculation of Harris, Hessian, and difference-of-Gaussian detectors. The overall system can hence be configured by the user to detect interest points by using the algorithm out of these three better suited to practical applications. The paper describes the different kind of algorithms featured and the circuitry employed at top and bottom tiers. The Gaussian pyramid is implemented with a switched-capacitor network in less than 50 μs, outperforming more conventional solutions.
Keywords :
CMOS image sensors; Gaussian processes; analogue storage; analogue-digital conversion; comparators (circuits); feature extraction; filtering theory; intelligent sensors; mixed analogue-digital integrated circuits; switched capacitor filters; three-dimensional integrated circuits; 3D integrated circuit technology; CMOS-3D smart imager architectures; Gaussian filtering; Gaussian pyramid generation; Harris detector; Hessian detector; analog memories; comparator; complementary metal-oxide-semiconductor imagers; difference-of-Gaussian detector; digital circuitry; feature detection; feature extraction; in-pixel analog-to-digital conversion; in-pixel correlated double sampling; interest point detection; mixed-signal processing circuitry; multilayered smart image sensor architecture; processing circuitry; sensing circuitry; switched-capacitor network; tier; Computer architecture; Detectors; Feature extraction; Image sensors; Nanoelectronics; Parallel processing; Chip architectures; Gaussian pyramid; feature image extraction; smart complementary metal–oxide–semiconductor (CMOS) imagers;
Journal_Title :
Emerging and Selected Topics in Circuits and Systems, IEEE Journal on
DOI :
10.1109/JETCAS.2012.2223552