首页 /研究 /Time-of-Travel Methods for Measuring Optical Flow on Board a Micro Flying Robot
OTHER

Time-of-Travel Methods for Measuring Optical Flow on Board a Micro Flying Robot

Erik Vanhoutte, Stefano Mafrica, Franck Ruffier, Reinoud J. Bootsma, Julien Serres

发表年份
2017
引用次数
17
访问权限
开放获取

摘要

For use in autonomous micro air vehicles, visual sensors must not only be small, lightweight and insensitive to light variations; on-board autopilots also require fast and accurate optical flow measurements over a wide range of speeds. Using an auto-adaptive bio-inspired Michaelis-Menten Auto-adaptive Pixel (M 2 APix) analog silicon retina, in this article, we present comparative tests of two optical flow calculation algorithms operating under lighting conditions from 6 × 10 - 7 to 1 . 6 × 10 - 2 W·cm - 2 (i.e., from 0.2 to 12,000 lux for human vision). Contrast "time of travel" between two adjacent light-sensitive pixels was determined by thresholding and by cross-correlating the two pixels' signals, with measurement frequency up to 5 kHz for the 10 local motion sensors of the M 2 APix sensor. While both algorithms adequately measured optical flow between 25 ∘ /s and 1000 ∘ /s, thresholding gave rise to a lower precision, especially due to a larger number of outliers at higher speeds. Compared to thresholding, cross-correlation also allowed for a higher rate of optical flow output (99 Hz and 1195 Hz, respectively) but required substantially more computational resources.

关键词

ThresholdingPixelOptical flowOutlierArtificial intelligenceComputer scienceFlow (mathematics)Computer visionRange (aeronautics)Optics

相关论文

查看 OTHER 分类全部论文