An accurate and efficient semiautomated approach to counting birds: Estimating Northern Gannet colony size in Canada

IF 2.9 3区 环境科学与生态学 Q2 ECOLOGY Ecosphere Pub Date : 2025-02-17 DOI:10.1002/ecs2.70183
Jacob Walker, Trevor S. Avery, Francis St-Pierre, Jean-François Rail, Danielle E. A. Quinn, Matthew English, Stephanie Avery-Gomm
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Abstract

Improving the efficiency of population monitoring and conservation programs is beneficial, so long as the accuracy of the information collected is not diminished. The need to expeditiously estimate the population size of seabird colonies is especially acute during mass mortality events when aerial surveys can provide information quickly on the extent of effects and total mortality. In 2022, the highly pathogenic avian influenza virus caused outbreaks at most Northern Gannet Morus bassanus colonies worldwide, killing tens of thousands of gannets in eastern Canada. In this study, we evaluated the accuracy and efficiency of a semiautomated method using the free software CountEm for counting Northern Gannet nests by reanalyzing 13 years of aerial photographs from past population surveys (2009–2020 and 2022). The CountEm program uses a geometric sampling method which overlays a grid of quadrats onto photographs in which the user counts objects of interest. We developed a protocol that generated population estimates that are accurate enough to support population management objectives (i.e., within 2%–5% of manual counts) and outline additional ways to improve CountEm accuracy. Additionally, using CountEm was 1100% more efficient than manually counting based on counting time. Since CountEm relies on human identification of objects to be counted, our methods, results, and conclusions are transferable to any taxa that form large aggregations and can be identified and counted in photographs.

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一种精确而有效的半自动化鸟类计数方法:估计加拿大北部塘鹅群的大小
只要所收集信息的准确性不降低,提高种群监测和保护计划的效率是有益的。在大规模死亡事件期间,迅速估计海鸟种群规模的需要尤其迫切,因为空中调查可以迅速提供有关影响程度和总死亡率的信息。2022年,高致病性禽流感病毒在世界范围内的大多数北方塘鹅(Northern Gannet Morus bassanus)种群爆发,导致加拿大东部数万只塘鹅死亡。在这项研究中,我们通过重新分析过去13年的人口调查(2009-2020年和2022年)的航空照片,评估了使用免费软件CountEm对北方塘鹅巢穴进行计数的半自动方法的准确性和效率。CountEm程序使用一种几何采样方法,该方法将一个象形网格覆盖到用户对感兴趣的对象进行计数的照片上。我们开发了一个方案,生成了足够准确的种群估计,以支持种群管理目标(即,在人工计数的2%-5%以内),并概述了提高CountEm准确性的其他方法。此外,使用CountEm比基于计数时间的手动计数效率高1100%。由于CountEm依赖于人类对被计数对象的识别,因此我们的方法、结果和结论可转移到任何形成大集合的分类群,并且可以在照片中识别和计数。
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来源期刊
Ecosphere
Ecosphere ECOLOGY-
CiteScore
4.70
自引率
3.70%
发文量
378
审稿时长
15 weeks
期刊介绍: The scope of Ecosphere is as broad as the science of ecology itself. The journal welcomes submissions from all sub-disciplines of ecological science, as well as interdisciplinary studies relating to ecology. The journal''s goal is to provide a rapid-publication, online-only, open-access alternative to ESA''s other journals, while maintaining the rigorous standards of peer review for which ESA publications are renowned.
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