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Proceedings ArticleDOI

Embedded Implementation of Change Detection Algorithm for Smart Camera Applications

TLDR
A platform based framework for implementing clustering based change detection algorithm using HW-SW co-design based methodology is proposed and the complete system is implemented on Xilinx XUP Virtex-II Pro FPGA board.
Abstract
Smart cameras are important components in any Human Computer Interaction. In any remote surveillance scenario, smart cameras have to take intelligent decisions to select frames of interest to minimize communication and processing overhead. A clustering based change detection algorithm has been implemented in our smart camera system for filtering frames with significant changes. In this paper we propose a platform based framework for implementing clustering based change detection algorithm using HW-SW co-design based methodology. The complete system is implemented on Xilinx XUP Virtex-II Pro FPGA board. The overall algorithm is running on PowerPC405 and some of the blocks which are computationally intensive and more frequently called are implemented as custom IP using VHDL. Total gate count of the design is 2699K.

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Citations
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Proceedings ArticleDOI

Design and test of smart IP-camera within reconfigurable platform

TL;DR: Following technological progress and the increase in the number of cameras installed on the same server, a new type of camera emerges and is out in the market, which besides the capture and the transmission of the video to the server; it can locally make video processing.
Journal ArticleDOI

FPGA Based Embedded Implementation of Video Summary Generation Scheme in Smart Camera

TL;DR: An embedded platform based framework for implementing summary generation scheme using HW-SW Co-Design based methodology is proposed and the complete system is implemented on Xilinx XUP Virtex-II Pro FPGA board.
References
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Video transcoding architectures and techniques: an overview

TL;DR: This article emphasizes the processing that is done on the luminance components of the video, and provides an overview of the techniques used for bit-rate reduction and the corresponding architectures that have been proposed.
Journal ArticleDOI

Introduction to the special section on video surveillance

TL;DR: The 11 papers in this special section illustrate topics and techniques at the forefront of video surveillance research, touching on many of the core topics of computer vision, pattern analysis, and aritificial intelligence.
Journal ArticleDOI

An adaptive semiparametric and context-based approach to unsupervised change detection in multitemporal remote-sensing images

TL;DR: An adaptive semiparametric technique for the unsupervised estimation of the statistical terms associated with the gray levels of changed and unchanged pixels in a difference image is presented and a change detection map is generated.
Journal ArticleDOI

The detection and significance of subtle changes in mixed-signal brain lesions by serial MRI scan matching and spatial normalization

TL;DR: A novel quantitative approach has been presented for the detection and quantification of subtle signal changes in lesions based on serial MRI scan matching, of potential clinical value in the non-invasive characterization of signal change and biological behaviour of neoplastic lesions.
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