Remote sensing has become a crucial part of our daily lives, whether it be from triangulating our location using GPS or providing us with a weather forecast. It has multiple applications in domains such as military, socio-economical, commercial, and even in supporting humanitarian efforts. This work proposes a novel technique for the automated geo-location of Oil & Gas infrastructure with the use of Active Fire Data from the NASA FIRMS data repository & Deep Learning techniques; achieving a top accuracy of 90.68% with the use of ResNet101.
翻译:遥感已经成为我们日常生活中的一个关键部分,无论是来自利用全球定位系统对定位进行三角测绘还是提供天气预报,在军事、社会经济、商业甚至支持人道主义努力等领域都有多种应用,这项工作提出了利用美国航天局FIRMS数据储存库和深层学习技术的主动火灾数据自动地理定位石油和天然气基础设施的新颖技术;使用ResNet101实现最高精确度90.68%。