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A new image dataset for the evaluation of automatic fingerlings counting
Aquacultural Engineering ( IF 4 ) Pub Date : 2020-05-01 , DOI: 10.1016/j.aquaeng.2020.102064
Vanir Garcia , Diego André Sant’Ana , Vanda Alice Garcia Zanoni , Marcio Carneiro Brito Pache , Marco Hiroshi Naka , Pedro Lucas França Albuquerque , Tiago Lewandowski , Adair Da Silva Oliveira Junior , João Victor Araújo Rozales , Milena Wolff Ferreira , Eduardo Quirino Arguelho de Queiroz , José Carlos Marino Almanza , Hemerson Pistori

Abstract Fingerling counting in fish farming is still a problem to be solved, although there are some technological solutions used in experimental cases and controlled environments. In this paper, a fingerlings counter is evaluated using a new image database with 448 videos of the Pintado Real® fingerlings species. A total of 21,402 combinations of 6 parameters of the fingerlings counter were tested. In the training phase, 314 videos were randomly selected, which represent 70% of the database. The remaining 30%, corresponding to 134 videos, were used for testing. Focusing on the parameters that best recognize and track the fingerlings of Pintado Real®, it was obtained Pearson Coefficient of 0.9803 and a quadratic average error of 2.65 when comparing the manual and automatic counting. The results obtained six parameters sets that achieved these metrics, reaching higher performance on the fingerlings counter from a new image database. The image database used in our research is available for researchers.

中文翻译:

用于评估自动鱼种计数的新图像数据集

摘要 鱼类养殖中的鱼种计数仍然是一个有待解决的问题,尽管在实验案例和受控环境中使用了一些技术解决方案。在本文中,使用包含 Pintado Real® 鱼种物种的 448 个视频的新图像数据库评估鱼种计数器。总共测试了鱼种计数器 6 个参数的 21,402 个组合。在训练阶段,随机选择了 314 个视频,占数据库的 70%。剩余的 30%,对应 134 个视频,用于测试。关注最能识别和跟踪 Pintado Real® 鱼种的参数,在比较手动和自动计数时,获得了 0.9803 的皮尔逊系数和 2.65 的二次平均误差。结果获得了实现这些指标的六个参数集,在来自新图像数据库的鱼种计数器上达到了更高的性能。我们研究中使用的图像数据库可供研究人员使用。
更新日期:2020-05-01
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