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Analog VLSI implementation for stereo correspondence between 2-D images

机译:用于二维图像之间立体对应的模拟VLSI实现

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Many robotics and navigation systems utilizing stereopsis to determine depth have rigid size and power constraints and require direct physical implementation of the stereo algorithm. The main challenges lie in managing the communication between image sensor and image processor arrays, and in parallelizing the computation to determine stereo correspondence between image pixels in real-time. This paper describes the first comprehensive system level demonstration of a dedicated low-power analog VLSI (very large scale integration) architecture for stereo correspondence suitable for real-time implementation. The inputs to the implemented chip are the ordered pixels from a stereo image pair, and the output is a two-dimensional disparity map. The approach combines biologically inspired silicon modeling with the necessary interfacing options for a complete practical solution that can be built with currently available technology in a compact package. Furthermore, the strategy employed considers multiple factors that may degrade performance, including the spatial correlations in images and the inherent accuracy limitations of analog hardware, and augments the design with countermeasures.
机译:许多利用立体视来确定深度的机器人和导航系统具有严格的尺寸和功率限制,并且需要直接物理实施立体算法。主要挑战在于管理图像传感器和图像处理器阵列之间的通信,以及使计算并行化以实时确定图像像素之间的立体对应关系。本文介绍了适用于实时实现的立体声对应专用低功耗模拟VLSI(超大规模集成)架构的首次全面系统级演示。所实现芯片的输入是立体图像对中的有序像素,而输出是二维视差图。该方法将受生物启发的硅建模与必要的接口选项相结合,以提供完整的实际解决方案,可以使用紧凑型封装中的当前可用技术来构建该解决方案。此外,所采用的策略考虑了可能降低性能的多种因素,包括图像中的空间相关性和模拟硬件的固有精度限制,并通过对策来增强设计。

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