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实例探究 > Delivering data insights with near real-time aerial image labeling

Delivering data insights with near real-time aerial image labeling

技术
  • 分析与建模 - 计算机视觉软件
  • 分析与建模 - 数据即服务
  • 功能应用 - 远程监控系统
适用行业
  • 建筑与基础设施
适用功能
  • 现场服务
  • 质量保证
用例
  • 楼宇自动化与控制
  • 预测性维护
  • 远程资产管理
服务
  • 数据科学服务
  • 系统集成
  • 培训
挑战
Nearmap acquired proprietary roof geometry technology to expand its service offerings. The challenge was to accurately label high volumes of specialized roof facets in 3D content to operate at scale. Speed was essential for quick turnaround times, and the complex nature of the work demanded intensive training for data labeling teams. Additionally, Nearmap needed flexible support to handle seasonal demand fluctuations.
关于客户
Nearmap is a geospatial company headquartered in Sydney, Australia, with over 350 employees. The company aims to transform how clients work by using 3D content and digital tools for virtual rooftop inspections. This allows clients to focus on scaling their businesses rather than physically gathering data. Nearmap's automated software processes information about a roof's pitch, dimensions, and material types, helping professionals streamline their inspection and quoting processes without stepping foot on a job site. Accurate labeling and modeling are crucial to their operations, and CloudFactory supports this with specialized, real-time annotation of roofs for residential and commercial properties.
解决方案
Nearmap collaborated with CloudFactory, a trusted partner, to resolve these challenges. CloudFactory had previously helped the AI side of Nearmap's business grow, so the partnership was extended to provide accurate labeling and modeling for the roof geometry product. CloudFactory took on the training burden, offering intensive three-to-four-week courses for labelers on complex mapping tasks. This allowed Nearmap to focus on software development. The partnership provided Nearmap with trained data labelers as needed, enabling the company to scale and react to seasonal demand fluctuations.
运营影响
  • Mutual trust and understanding between Nearmap and CloudFactory have helped navigate the learning curve and build a successful model.
  • Transparency and effective communication, supported by data-driven metrics and performance monitoring, have been key to the partnership's success.
  • Free-flowing feedback between the companies has allowed for constant improvements in the labeling and modeling processes.
数量效益
  • 4x business scale in the first year.
  • 24x7 coverage support.
  • 3+ year partnership with CloudFactory.

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