OPTICAL-FLOW FROM 1-D CORRELATION - APPLICATION TO A SIMPLE TIME-TO-CRASH DETECTOR

被引:24
作者
ANCONA, N [1 ]
POGGIO, T [1 ]
机构
[1] MIT,ARTIFICIAL INTELLIGENCE LAB,CAMBRIDGE,MA 02139
关键词
D O I
10.1007/BF01418979
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the first part of this article we show that a new technique exploiting 1-D correlation of 2-D or even 1-D patches between successive frames may be sufficient to compute a Satisfactory estimation of the optical flow field. The algorithm is well suited to VLSI implementations. The sparse measurements provided by the technique can be used to compute qualitative properties of the flow for a number of different visual tasks. In particular, the second part of the article shows how to combine our 1-D correlation technique with a scheme for detecting expansion or rotation (Poggio et al. 1991) in a simple algorithm which also suggests interesting biological implications. The algorithm provides a rough estimate of time-to-crash. It was tested on real-image sequences. We show its performance and compare the results to previous approaches.
引用
收藏
页码:131 / 146
页数:16
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