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FPGA based accelerated orientation calculation in SIFT using luts

机译:使用luts在SIFT中基于FPGA的加速方向计算

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This paper presents a field programmable gate array (FPGA) based accelerated hardware architecture for Orientation Calculation in Scale Invariant Feature Transform (SIFT) for real time image registration. The orientation calculation part identifies the major orientations of feature points and helps in making the features invariant to rotational changes. This system is able to detect features upto 30 frames per second for an image of 320 × 256 pixels and provide a significant speedup at least one order of magnitude better than a PC based solution, with no significant increase in hardware costs.
机译:本文提出了一种基于现场可编程门阵列(FPGA)的加速硬件架构,用于尺度不变特征变换(SIFT)中的方向计算,用于实时图像配准。方向计算部分可识别特征点的主要方向,并有助于使特征不变于旋转变化。该系统能够针对320×256像素的图像检测高达每秒30帧的特征,并且与基于PC的解决方案相比,可显着提高至少一个数量级的速度,而硬件成本却没有显着增加。

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