Image Feature Extraction LSIs and its application to Natural Image Recognition Systems
Image Feature Extraction LSIs and its application to Natural Image Recognition Systems
批准号:
12044211
负责人:
IWATA Atsushi
金额:
$39.68万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for Scientific Research on Priority Areas
财政年份:
2000
资助国家:
日本
项目状态:
已结题
起止时间:
2000 至 2002
中文摘要
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英文摘要
The aim of this research is to develop integrated systems for face/object recognition from natural scene images. The systems execute image feature extraction with real time by pixel-parallel operation based on the merged AD circuit architecture using pulse-modulation signals. As algorithms and architectures for recognition processing, we have developed coarse region segmentation by resistive-fuse networks, region extraction by cellular automaton processing and feature extraction by Gabor wavelet transformation.We have verified the flexible segmentation ability of the method using resistive-fuse networks, and have design, fabricated and verified a VLSI chip of the network. We have also developed efficient FPGA implementation of the resistive-fuse networks, in which the processing time is about 20 ms for 64×64-pixel images. As for region extraction, FPGA implementation of the cellular automaton has achieved processing time of 5 micro seconds for 30×30-pixel images including about 5 regions, which is several tens times faster than the conventional serial labeling processing. We have also proposed a resistive network circuit for Gabor filtering, and designed a 2-D Gabor filtering LSI of 4.9 mm sq. with 12×24 pixels using a 0.35 micron CMOS process. A 2-D impulse response has been obtained by the measurement of the fabricated LSI chip. We have also designed a 2-D Gabor filtering LSI of 9.8 mm sq. with 6l×72 pixels in which operation time of 40 ms and power consumption of 800 mW have been obtained.
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T.Morie et al.: "A 1-D CMOS PWM Cellular Neural Network Circuit and Resistive-Fuse Network Operation"Extended Abstracts of the 2001 Int. Conf. Solid State Devices and Materials. SSDM2001. 90-91 (2001)
T.Morie 等人:“一维 CMOS PWM 细胞神经网络电路和电阻熔丝网络操作”2001 年 Int. 的扩展摘要。
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通讯作者:
H.Ando, T.Morie, M.Miyake, M.Nagata, A.Iwata: "Image Segmentation/Extraction Using Nonlinear Cellular Networks and their VLSI Implementation Using Pulse-Modulation Techniques."IEICE Trans. Fundamentals. Vol.E85-A, No.2. 381-388 (2002)
H.Ando、T.Morie、M.Miyake、M.Nagata、A.Iwata:“使用非线性蜂窝网络进行图像分割/提取以及使用脉冲调制技术的 VLSI 实现。”IEICE Trans。
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H.And, T.Morie, M.Nagata, A.Iwata: "An Image Region Extraction LSI Based on Merged/Mixed-Signal Nonlinear Oscillator Network Circuit."28th European Solid-State Circuits Coference (ESSCIRC 2002). 703-706 (2002)
H.And、T.Morie、M.Nagata、A.Iwata:“基于合并/混合信号非线性振荡器网络电路的图像区域提取 LSI”。第 28 届欧洲固态电路会议 (ESSCIRC 2002)。
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梅澤淳, 森江隆, 永田真, 岩田穆: "セルラーニューラルネットワーク方式ガボール型フィルタ回路の簡略化ダイナミクスの提案"電子情報通信学会総合大会. A-1. 22 (2002)
Jun Umezawa、Takashi Morie、Makoto Nagata、Mu Iwata:“细胞神经网络 Gabor 型滤波器电路的简化动力学提案”IEICE 大会 A-1。
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A.Iwata, T.Morie, M.Nagata: "Merged Analog-Digital Circuits Using Pulse Modulation for Intelligent SoC Applications"IEICE Trans.Fundamentals. E84-A,2. 486-496 (2001)
A.Iwata、T.Morie、M.Nagata:“针对智能 SoC 应用使用脉冲调制合并模拟数字电路”IEICE Trans.Fundamentals。
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