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Unmanned Aerial Vehicle Recognition of Maritime Small-Target Based on Biological Eagle-Eye Vision Adaptation Mechanism

2021/04/26 by Haibin Duan, Xiaobin Xu, Yimin Deng +1 · 32 citations
Computer Science · Engineering · #Adaptation (eye) #Artificial intelligence #Biology #Computer science #Computer vision #Dusk #Eagle #Image Enhancement Techniques #Infrared Target Detection Methodologies #Machine vision #Mechanism (biology) #Visual Attention and Saliency Detection

paper · doi:10.1109/taes.2021.3075524

published in IEEE Transactions on Aerospace and Electronic Systems 57(5), 3368-3382 (Institute of Electrical and Electronics Engineers)

openalex publication_date 2021/04/26 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/01

Abstract

Inspired by the background adaptive mechanism of eagle vision in different hunting environment, a biological eagle-eye vision adaptation mechanism algorithm is proposed for unmanned aerial vehicle (UAV) to detect the long-distance maritime small target in complex and changeable sea environment. First, the various environment adjustment abilities are summarized according to the physiological structures and characteristics of eagle vision. Second, the mathematical models of glaring adaptation, dim adaptation, color adaptation, and the background adaptation are established based on the background adaptation mechanisms of eagle vision. Last but not least, our proposed biological eagle-eye vision adaptation method and other five comparative experiments are implemented in different scenes, such as dazzling, cloudy, dusk, etc. The results of various evaluation indices show that the information of maritime small target is retained satisfactorily and the background of sea or sky is restrained effectively by the proposed algorithm. The maritime small target detection algorithm can be used for the vision system of UAV operating on the sea. It provides a feasible solution for UAV's remote vision autonomous navigation in changeable sea environment.

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