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SPECTRAFORCE

3D Data Scientist / Computer Vision

irvine, CA

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Job description

3D Capture Validation

Validate 3D facial capture systems for accuracy , repeatability , geometric precision , landmark reproducibility , and clinical relevance .

Photogrammetry & 3D Rendering

Build validation pipelines using photogrammetry , 3D rendered images , RealityCapture , Agisoft Metashape , Blender , and Autodesk Maya .

3D Digital Endpoints Development

Design and scale 3D digital endpoints , biomarkers , and facial aesthetics outcome measures from mesh and point cloud data .

Machine Learning & AI

Develop supervised learning , self-supervised learning , and geometric deep learning models using PyTorch , TensorFlow , and scikit-learn .

3D Data Processing

Work with 3D meshes , point clouds , depth maps , surface reconstruction , UV mapping , texture baking , and feature extraction .

Statistical Validation

Apply ICC (Intraclass Correlation) , Bland-Altman Analysis , Bootstrap Methods , A/B Testing , and benchmarking frameworks.

Programming & Tools

Strong expertise in Python , NumPy , Pandas , SciPy , SQL , Open3D , trimesh , PyMeshLab , and PCL .

Clinical & Medical Imaging Domain

Preferred experience in aesthetics , dermatology , medical imaging , digital health , clinical trials , and regulated environments .

MLOps & Reproducibility

Use Git , DVC , MLflow , and cloud platforms (AWS , GCP , Azure ) for reproducible and scalable workflows.

Cross-Functional Leadership

Collaborate with clinical scientists , product managers , 3D capture specialists , and regulatory teams to deliver validated 3D solutions.

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Worksite address

irvine, CA, 92713, US

Who can apply

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