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Unmanned aerial vehicles produce high-resolution, seasonally-relevant imagery for classifying wetland vegetation

机译:无人驾驶航空公司生产高分辨率,季节性相关的图像,用于分类湿地植被

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With recent advances in technology, personal aerial imagery acquired with unmanned aerial vehicles (UAVs) has transformed the way ecologists can map seasonal changes in wetland habitat. Here, we use a multi-rotor (consumer quad-copter, the DJI Phantom 2 Vision+) UAV to acquire a high-resolution (< 8 cm) composite photo of a coastal wetland in summer 2014. Using validation data collected in the field, we determine if a UAV image and SWOOP (Southwestern Ontario Orthoimagery Project) image (collected in spring 2010) differ in their classification of type of dominant vegetation type and percent cover of three plant classes: submerged aquatic vegetation, floating aquatic vegetation, and emergent vegetation. The UAV imagery was more accurate than available SWOOP imagery for mapping percent cover of submergent and floating vegetation categories, but both were able to accurately determine the dominant vegetation type and percent cover of emergent vegetation. Our results underscore the value and potential for affordable UAVs (complete quad-copter system < $3,000 CAD) to revolutionize the way ecologists obtain imagery and conduct field research. In Canada, new UAV regulations make this an easy and affordable way to obtain multiple high-resolution images of small (< 1.0 km~2) wetlands, or portions of larger wetlands throughout a year.
机译:随着技术的最新进展,使用无人机航空公司(无人机)获得的个人空中图像改变了生态学家可以在湿地栖息地映射季节性变化的方式。在这里,我们使用多转子(消费者四川直升机,DJI Phantom 2 Vision +)UAV来在2014年夏季获取沿海湿地的高分辨率(<8cm)综合照片。使用在现场收集的验证数据,我们确定UAV图像和潜力(西南安大略省OrthoImagery项目)图像(在2010年春季收集)的分类在他们的主要植被类型和三种植物类别百分比的分类中:淹没水生植被,浮动水生植被和突出植被。 UAV Imagery比可用培养图像更准确,用于映射潜水剂和浮植物类别的百分比,但两者都能够准确地确定突出植被的主要植被类型和百分比。我们的结果强调了经济实惠的无人机(完整的四锥形系统<3,000 CAD)的价值和潜力,以彻底改变生态学家获得图像和进行现场研究的方式。在加拿大,新的UAV法规使这是一种简单而实惠的方式,可以获得一年大(<0 km〜2)湿地的多个高分辨率图像,或全年较大湿地的一部分。

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