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Engaging ‘the crowd’ in remote sensing to learn about habitat affinity of the Weddell seal in Antarctica

机译:在遥感中吸引“人群”以了解卫星密封在南极洲的栖息地亲和力

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Satellites Over Seals (SOS), a project initiated in late 2016, is a crowdsourced method to determine factors behind the presence/absence patterns and to ultimately determine the global population of the Weddell seal (Leptonychotes weddellii). An iconic species, the Weddell seal is proposed to be part of the Antarctic Research and Monitoring Program required in the newly designated Ross Sea Region Marine Protected Area. This species is easy to detect via satellite imagery, due to its large size (3–4?m long, 1?m wide) and its dark color contrasting with the Antarctic coastal fast ice, where it aggregates on during breeding season. Using very high‐resolution satellite imagery (VHR; 0.31–0.60?m resolution) and the online platform Tomnod, we used VHR images from November 2010 and 2011 to cover the entirety of available fast ice around Antarctica. Before correcting for time of day or date, we searched for the presence/absence to identify a subset of where abundance estimates should be concentrated. More than 325?000 citizen scientists searched 790 VHR images, covering 268?611?km2 of fast ice, to determine the locations of seals. Algorithms ranked searchers to the degree their votes corresponded with others, a measure of searcher relative quality that we used to filter out unreliable searchers. Seal presence was detected on only 0.55% of available maps (total n?=?1?116?058) within fast ice, revealing a sparse, irregular distribution. The rate of false‐negative detections was 1.7%, though false positives were high (67%), highlighting the importance of training for image interpretation to ensure differentiation between seals and landscape features (such as large rocks, ice chunks or depressions/holes in the ice). This approach not only allowed us to assess image resolution and quality, but also training, outreach and the effectiveness of this platform for introducing citizen scientists to the ecology of the Southern Ocean.
机译:卫星在2016年底开始的一个项目,是一项众群方法,用于确定存在/缺席模式背后的因素,并最终确定Weddell封印的全球人口(Leptonychotes Weddellii)。建议将婚纱密封件成为新指定的罗斯海域海洋保护区所需的南极研究和监测计划的一部分。由于其大尺寸(3-4米长,1?M宽)及其暗色与南极沿海快速冰对比,这种物种易于通过卫星图像进行易于检测。使用非常高分辨率的卫星图像(VHR; 0.31-0.60?M分辨率)和在线平台Tomnod,我们在2010年11月和2011年使用了VHR图像,以覆盖南极洲周围的可用快速冰。在纠正日期或日期的时间之前,我们搜索了存在/缺席,以确定应集中丰富估计的位置。超过325人的公民科学家搜索了790个VHR图像,覆盖了268?611?KM2的快速冰,以确定密封件的位置。算法将搜索者排名在他们的投票与他人相对应的程度,这是我们用于过滤掉不可靠的搜索者的搜索者相对质量的衡量标准。在快速冰上仅为0.55%的可用地图(总N?= 1?116. 058)检测到密封存在,显示出稀疏,不规则的分布。假阴性检测率为1.7%,虽然假阳性高(67%),突出了图像解释培训的重要性,以确保密封和景观特征之间的差异(例如大岩石,冰块或凹陷/孔冰块)。这种方法不仅允许我们评估图像分辨率和质量,还培训,外联和该平台的有效性,将公民科学家推向南海的生态。

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