Job Description
This position involves researching and developing AI-based solutions for 3D geometric processing, including building extraction from point clouds and meshes, creating datasets, designing evaluation metrics, and transforming prototypes into production tools within the ArcGIS environment.
Key Responsibilities
- Design and prototype pipelines for 3D building extraction from photogrammetric meshes, point clouds, and Gaussian splats.
- Create datasets for statistical evaluation of prototypes and production code.
- Develop and implement quantitative metrics for evaluating pipeline performance.
- Run and analyze leaderboards to optimize pipeline modifications and parameters.
- Collaborate with stakeholders and developers on productization and integration.
- Develop geoprocessing tools, Python APIs, and documentation for users and developers.
- Convert prototypes into production-grade implementations in C.
- Design and implement automated tests for software validation.
- Present research and development work at conferences and third-party venues.
Requirements
- A minimum of 5 years of experience in Python programming and Geoprocessing via ArcPy.
- Experience with 3D in ArcGIS and third-party libraries, including common data formats, visualization, and analysis tools.
- Knowledge of CGAL mesh solvers, fTetWild, Poisson mesh reconstruction, marching tetrahedra and cubes, and related 3D processing techniques.
- Familiarity with ArcGIS stack working with multi-band rasters, point clouds, and multipatches.
- Experience with deep learning packages relevant to geospatial data analysis.
- Experience with optimization and Deep Learning techniques.
- Proficiency in Windows and Ubuntu operating systems.
- Excellent written and verbal communication skills.
- Bachelor’s degree in computer science, data science, mathematics, robotics, remote sensing, or computer vision.
Benefits & Perks
Work with cutting-edge AI architectures and optimization methods
Opportunities to publish research results
Participation in conferences and third-party venues
Work in a research-oriented team environment
Potential for productization and automation development
Collaborative work with stakeholders and developers
Ready to Apply?
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