Design and Implementation of a Neuromorphic Vision System

博士 === 國立臺灣大學 === 電機工程學系 === 85 === In this thesis, a neuromorphic vision system which simulates the neural circuitry (or functions) of the retina and primary visual cortexof vertebrates was proposed.The proposed silicon retina has the capability of origi...

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Main Authors: Lin, Shang-Yi, 林尚毅
Other Authors: Tzi-Dar Chiueh
Format: Others
Language:zh-TW
Published: 1997
Online Access:http://ndltd.ncl.edu.tw/handle/43089697605880069355
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spelling ndltd-TW-085NTU004421412016-07-01T04:15:43Z http://ndltd.ncl.edu.tw/handle/43089697605880069355 Design and Implementation of a Neuromorphic Vision System 類神經視覺系統之設計與製作 Lin, Shang-Yi 林尚毅 博士 國立臺灣大學 電機工程學系 85 In this thesis, a neuromorphic vision system which simulates the neural circuitry (or functions) of the retina and primary visual cortexof vertebrates was proposed.The proposed silicon retina has the capability of original image extraction, smoothing, segmentation, edge detection, and edge enhancement. Pixel circuit of the silicon retina consists of a parasitic phototransistor, a Wilson current mirror, two coupling resistors (implemented by PMOS transistors), two resistive fuses, and some switches for mode selection.The resistive fuse, exhibiting independent tunability between its resistance and cutoff voltage, is responsible for image smoothing andsegmentation. By suitably biasing some transistors in pixels, totally six modes of the silicon retina are obtainable,each of these is dedicated to a specific image processing task. Functionality of the silicon retina had been experimentally verified.Moreover, a high-precision median filters, for both voltage and current mode, was developed to eliminate impulsive-like noise causedby mismatch between pixel circuits. To achieve real-time median filtering, a new current sample-and-hold circuit and animage scanning strategy is proposed. Measurements show that the median filter and the current sample-and-hold circuit function properly.Simple feature extraction performed in the primary visual cortex is realized by a Gaussian/Square similarity computation circuit. The circuit exhibits independent control between the width and the peak value of the Gaussian/square function.Specific edge features can be extracted by performing template matching throughout the image.Finally, several chips intended for specific image processing tasks are integrated on the same substrate for realization of a more complete neuromorphic vision system. Tzi-Dar Chiueh 闕志達 1997 學位論文 ; thesis 143 zh-TW
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language zh-TW
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description 博士 === 國立臺灣大學 === 電機工程學系 === 85 === In this thesis, a neuromorphic vision system which simulates the neural circuitry (or functions) of the retina and primary visual cortexof vertebrates was proposed.The proposed silicon retina has the capability of original image extraction, smoothing, segmentation, edge detection, and edge enhancement. Pixel circuit of the silicon retina consists of a parasitic phototransistor, a Wilson current mirror, two coupling resistors (implemented by PMOS transistors), two resistive fuses, and some switches for mode selection.The resistive fuse, exhibiting independent tunability between its resistance and cutoff voltage, is responsible for image smoothing andsegmentation. By suitably biasing some transistors in pixels, totally six modes of the silicon retina are obtainable,each of these is dedicated to a specific image processing task. Functionality of the silicon retina had been experimentally verified.Moreover, a high-precision median filters, for both voltage and current mode, was developed to eliminate impulsive-like noise causedby mismatch between pixel circuits. To achieve real-time median filtering, a new current sample-and-hold circuit and animage scanning strategy is proposed. Measurements show that the median filter and the current sample-and-hold circuit function properly.Simple feature extraction performed in the primary visual cortex is realized by a Gaussian/Square similarity computation circuit. The circuit exhibits independent control between the width and the peak value of the Gaussian/square function.Specific edge features can be extracted by performing template matching throughout the image.Finally, several chips intended for specific image processing tasks are integrated on the same substrate for realization of a more complete neuromorphic vision system.
author2 Tzi-Dar Chiueh
author_facet Tzi-Dar Chiueh
Lin, Shang-Yi
林尚毅
author Lin, Shang-Yi
林尚毅
spellingShingle Lin, Shang-Yi
林尚毅
Design and Implementation of a Neuromorphic Vision System
author_sort Lin, Shang-Yi
title Design and Implementation of a Neuromorphic Vision System
title_short Design and Implementation of a Neuromorphic Vision System
title_full Design and Implementation of a Neuromorphic Vision System
title_fullStr Design and Implementation of a Neuromorphic Vision System
title_full_unstemmed Design and Implementation of a Neuromorphic Vision System
title_sort design and implementation of a neuromorphic vision system
publishDate 1997
url http://ndltd.ncl.edu.tw/handle/43089697605880069355
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