Realtime classification of fish in underwater sonar videos

被引:15
作者
Bothmann, Ludwig [1 ]
Windmann, Michael [1 ]
Kauermann, Goeran [1 ]
机构
[1] Ludwig Maximilians Univ Munchen, Munich, Germany
关键词
Classification; Functional data analysis; Image analysis; Linear array model; FUNCTIONAL DATA-ANALYSIS; IDENTIFICATION; TRACKING; DIDSON; PRECISION; ACCURACY; IMAGES; MODELS;
D O I
10.1111/rssc.12139
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Dual-frequency identification sonar delivers video-like underwater images which allow the investigation of fish behaviour even in cloudy and muddy water. Generally, images are recorded in a resolution of up to 10 pictures per second, so that practically one obtains a video of underwater movements. These videos allow ecologists to observe, count or investigate fish behaviour. We focus on automatic classification of fish based on such sonar videos. After appropriate preprocessing of the videos, we show how we can count and classify fish into different species on the basis of their shape and movement. The procedures developed work in realtime, i.e. data processing and classification of video sequences are faster than the length of the video sequences themselves.
引用
收藏
页码:565 / 584
页数:20
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