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Aug, 2024
利用自监督学习从气象雷达检测动物运动
Detection of Animal Movement from Weather Radar using Self-Supervised Learning
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Mubin Ul Haque, Joel Janek Dabrowski, Rebecca M. Rogers, Hazel Parry
TL;DR
本研究解决了使用气象雷达检测飞行动物(如鸟类和昆虫)时数据标记不足的问题。提出了一种自监督学习的方法,通过在噪声标签的大型数据集上预训练模型,从而显著提高检测性能。实验结果表明,该方法在水鸟分割任务中比当前最先进的技术提高了43.53%。
Abstract
Detecting flying animals (e.g., birds, bats, and insects) using
Weather Radar
helps gain insights into
Animal Movement
and migration patterns, aids in management efforts (such as biosecurity) and enhances our und
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