Wavelet-Based Optical Flow Estimation of Instant Surface Currents From Shore-Based and UAV Videos

被引:42
|
作者
Derian, Pierre [1 ]
Almar, Rafael [2 ]
机构
[1] Inria Rennes Bretagne Atlantique, Fluminance Team, F-35042 Rennes, France
[2] Univ Toulouse, CNRS, IRD,ECOLA Team, CNES,LEGOS, Toulouse, France
来源
关键词
Geophysical inverse problems; image motion analysis; remote sensing; rip currents; sea coast; sea surface; unmanned aerial vehicles (UAVs); wavelet transforms; ESTIMATE LONGSHORE CURRENTS; GRAND POPO BEACH; DATA ASSIMILATION; RADON-TRANSFORM; WEST-AFRICA; BENIN; BIGHT; CIRCULATION; BATHYMETRY;
D O I
10.1109/TGRS.2017.2714202
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Instant fields of surface current are retrieved from shore-based and unmanned aerial vehicle videos by an optical flow (OF) method named " Typhoon." This computer vision algorithm estimates dense 2-D 2-component velocity fields from the observable motion of foam patterns in the surf zone. Despite challenging image data resolution and quality, comparison of OF surface current estimates with measurements by an acoustic Doppler velocimeter reveals its ability to capture both wave-towave fluctuations and low-frequency variations. The method is also successfully applied to the monitoring of a "flash rip" event. This paper shows clearly the high potential of this method in the nearshore, where the rapid development of webcams and drones offers a large number of applications for swimming and surfing safety, engineering and naval security, and research purpose, by providing quantitative information.
引用
收藏
页码:5790 / 5797
页数:8
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