Real-time quantized optical flow

被引:39
作者
Camus, T
机构
[1] Natl. Inst. of Std. and Technology, Intelligent Systems Division, Bldg. 220, Gaithersburg
关键词
D O I
10.1006/rtim.1996.0048
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Algorithms based on the correlation of image patches can be robust in practice but are computationally intensive due to the computational complexity of their search-based nature. Performing the search over time instead of over space is linear in nature, rather than quadratic, and results in a very efficient algorithm. This, combined with implementations which are highly efficient on standard computing hardware, yields performance of 9 frames/sec on a scientific workstation. Although the resulting velocities are quantized with resulting quantization error, they have been shown to be sufficiently accurate for many robotic vision tasks such as time-to-collision and robotic navigation. Thus, this algorithm is highly suitable for real-time robotic vision research. (C) 1997 Academic Press Limited.
引用
收藏
页码:71 / 86
页数:16
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