The rapid accumulation of Earth observation data presents a formidable challenge for the processing capabilities of traditional remote sensing desktop software, particularly when it comes to analyzing expansive geographical areas and prolonged temporal sequences. Cloud computing has emerged as a transformative solution, surmounting the barriers traditionally associated with the management and computation of voluminous datasets. This paper introduces the Analytical Insight of Earth (AI Earth), an innovative remote sensing intelligent computing cloud platform, powered by the robust Alibaba Cloud infrastructure. AI Earth provides an extensive collection of publicly available remote sensing datasets, along with a suite of computational tools powered by a high-performance computing engine. Furthermore, it provides a variety of classic deep learning (DL) models and a novel remote sensing large vision segmentation model tailored to different recognition tasks. The platform enables users to upload their unique samples for model training and to deploy third-party models, thereby increasing the accessibility and openness of DL applications. This platform will facilitate researchers in leveraging remote sensing data for large-scale applied research in areas such as resources, environment, ecology, and climate.
翻译:地球观测数据的快速积累对传统遥感桌面软件的处理能力提出了严峻挑战,尤其是在分析大范围地理区域和长时间序列数据时。云计算已作为一种变革性解决方案出现,突破了传统上与大体积数据集管理和计算相关的障碍。本文介绍了地球分析洞察平台——一种创新的遥感智能计算云平台,由强大的阿里云基础设施驱动。该平台提供了丰富的公开遥感数据集,以及一套由高性能计算引擎驱动的计算工具。此外,它还提供了多种经典深度学习模型和一种针对不同识别任务定制的新型遥感大视觉分割模型。该平台支持用户上传其独特样本进行模型训练,并部署第三方模型,从而提高了深度学习应用的可及性和开放性。这一平台将助力研究人员利用遥感数据在资源、环境、生态和气候等领域开展大规模应用研究。