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Embedded image feature extraction system on a single FPGA chip.

机译:在单个FPGA芯片上的嵌入式图像特征提取系统。

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The motivation behind this research is to develop a prototype system of real-time corner detection for portable multimedia devices. A number of corner detection algorithms were analyzed. The advantages and disadvantages of each algorithm were identified. The Plessy algorithm was found to have good stability, accuracy, significantly better performance in natural images and was the most appropriate algorithm for hardware implementation. To overcome the weakness of the board-based designs, the Plessy algorithm was implemented on a single FPGA chip by using a hardware/software co-design of the embedded system. This approach aims to take advantage of the high performance of FPGAs and the flexibility of the processor(s). The results show that this prototype system can achieve more than 3 times throughput than previous board-based designs. The input of this system is a gray level image with a high bandwidth and the output is a set of image corner locations with a low bandwidth. The hardware and software can be processed in parallel and also can be modified or replaced rapidly and conveniently.
机译:这项研究背后的动机是为便携式多媒体设备开发实时角检测原型系统。分析了许多拐角检测算法。确定了每种算法的优缺点。发现Plessy算法具有良好的稳定性,准确性,在自然图像中的性能显着提高,并且是最适合硬件实现的算法。为了克服基于板的设计的弱点,通过使用嵌入式系统的硬件/软件协同设计,在单个FPGA芯片上实现了Plessy算法。这种方法旨在利用FPGA的高性能和处理器的灵活性。结果表明,该原型系统可以实现比以前的基于板的设计高出三倍的吞吐量。该系统的输入是具有高带宽的灰度图像,而输出是具有低带宽的一组图像角点位置。硬件和软件可以并行处理,也可以快速方便地进行修改或更换。

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