FPGA-Based Feature Detection

نویسنده

  • Wennie Tabib
چکیده

Fast, accurate, autonomous robot navigation is essential for landing and roving on planets. For landing, particularly, computing speed matters. Navigation algorithms calculate feature descriptors in stereo pairs as the basis of visual odometry and obstacle avoidance. Feature detection is understood, but requires hundred-fold speed-up which is not achievable on conventional lander and rover computers. The need is for fast, spaceworthy feature detection. This means near-real-time speed, low power consumption, and radiation tolerance. This research accomplishes this vision by developing Scale Invariant Feature Transform (SIFT) for implementation on on Field Programmable Gate Arrays (FPGA). FPGA challenges include lack of floating point limit of resources, multiple clock domains, and means for interfacing with DRAM and CORDIC.

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تاریخ انتشار 2012