Post in 5 days ago

3D Computer Vision / Computational Geometry Enginee

Summary

*Project Description:* Lead a confidential applied R&D project focused on analyzing, matching, and aligning partial 3D geometry from real-world scan data. The role combines technical architecture with hands-on implementation of the core geometry pipeline.

The engineer will work with point clouds and meshes, develop partial-geometry retrieval and robust 6-DoF registration, establish evaluation methods, and deliver modular, tested, reproducible code. Proprietary data and materials will be provided under NDA.

  1. Strong experience with point clouds, meshes, 3D registration, shape matching, or geometric search
  2. Strong Python engineering skills
  3. Experience with Open3D, PCL, CGAL, Trimesh, PyTorch3D, or equivalent
  4. Understanding of rigid transformations, surface normals, spatial search, robust estimation, and registration
  5. Experience with partial, noisy, or incomplete real-world geometry
  6. Design preprocessing and geometry-quality-control procedures
  7. Develop candidate retrieval and ranking for partial 3D fragments
  8. Implement coarse-to-fine 6-DoF registration
  9. Handle cases where no valid match exists
  10. Generate and compare multiple alignment hypotheses
  11. Develop physical-fit measurements for contact, gaps, surface consistency, collision, and penetration
  12. Design held-out evaluation for retrieval, pose accuracy, false positives, runtime, and human correction
  13. Ability to lead technically while personally implementing the solution
$10,000.00
Medium
Remote Job
Ongoing project

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