EPRI Electric Transmission Imagery

The Electric Power Research Institute (EPRI) is building a community to advance utility infrastructure inspection. To jumpstart collaboration EPRI is sharing labeled datasets. These data may support immediate and future research. Advances in automated inspection workflows can benefit society. Future tools may revolutionize traditional workflows and have safety, quality, and efficiency benefits to utilities and consumers. More situational awareness of eclectic utility infrastructure can reduce the likelihood of in-service equipment failures.Visually inspecting high voltage electrical infrastructure is complex. There are several components and areas of interest each with unique degradation modes. Automated inspection technologies may require large datasets to handle the real-world complexities. It is very likely these datasets do not exist in 2022. EPRI is addressing the data gap by creating and sharing datasets to support research and commercial innovation.The Transmission H-frame Dataset 1.0 dataset contains 12,158 drone collected images of one transmission structure type, an "H-frame" structure type. 11,483 have been labeled and split 8,038 for public training and 3,445 for withheld testing.These images can be obtained by completing the form below.https://forms.office.com/r/2Qy0n4NnVAhttps://www.kaggle.com/competitions/electric-transmission-imagery/overview 

电力科学研究院（Electric Power Research Institute, EPRI）正搭建社区以推动公用事业基础设施巡检技术发展。为促进跨主体协作，该机构将公开标注数据集，此类数据可支撑当前及未来的相关研究。自动化巡检工作流程的技术进步能够造福社会，未来的相关工具有望革新传统作业模式，为公用事业机构与消费者带来安全、质量与效率层面的多重增益。对电力公用事业基础设施更全面的态势感知，能够有效降低在役设备发生故障的概率。

对高压电力基础设施开展目视巡检的工作复杂度极高，其包含多个组件与关注区域，且各自存在独特的退化模式。自动化巡检技术往往需要依托大规模数据集来应对真实场景中的复杂情况，而这类数据集在2022年尚属稀缺。EPRI正通过构建并共享数据集的方式填补这一数据缺口，以支撑相关研究与商业化创新。

本输电H架数据集1.0（Transmission H-frame Dataset 1.0）包含12158张由无人机采集的单类输电塔架——即“H型架”结构——的图像。其中11483张已完成标注，数据集划分为8038张用于公开训练集，以及3445张用于留存测试集。

用户可通过填写下方表单获取这些图像：
https://forms.office.com/r/2Qy0n4NnVA
https://www.kaggle.com/competitions/electric-transmission-imagery/overview

搜集汇总

背景与挑战

背景概述

该数据集由Electric Power Research Institute (EPRI)发布，包含12,158张无人机采集的“H-frame”输电结构图像，其中11,483张已标注并分为训练和测试集，旨在支持电力基础设施自动化检测的研究。数据集与Kaggle竞赛关联，聚焦于电力设施领域，以解决现实世界检测复杂性的数据缺口问题。