3D Reconstruction Scientist
| Company | Array Labs |
|---|---|
| Location | Palo Alto, CA, USA |
| Salary | $Not Provided – $Not Provided |
| Type | Full-Time |
| Degrees | Bachelor’s, Master’s |
| Experience Level | Mid Level, Senior |
Requirements
- Bachelor’s in Computer Science, Electrical Engineering, or a related field.
- 4+ years of experience in 3D image reconstruction, 3D computer vision, multi-view geometry or a related field.
- Excellent teamwork and communication skills
- Learns new concepts rapidly, completely, and in a self-directed manner
- High levels of self-motivation and personal accountability
- Ability to work in a fast-paced environment under significant time constraints
- Proficient in MATLAB, C/C++, and/or Python
Responsibilities
- Research, design, and implement tomographic algorithms for 3D image reconstruction utilizing complex phase-history data from radar sensors
- Develop autofocus techniques to sharpen images affected by inaccurate position knowledge of the sensor platform, and/or phase inaccuracies caused by various hardware imperfections in our distributed sensor system
- Develop efficient data preprocessing and calibration techniques to enhance the quality and accuracy of 3D reconstructions
- Optimize algorithms for near real-time production of 3D imagery in our cloud-based production pipeline
- Collaborate with cross-functional teams to integrate 3D image reconstruction solutions into our products and services
- Conduct thorough testing, validation, and performance evaluation of 3D image reconstruction algorithms to ensure they meet end-user expectations
Preferred Qualifications
- Master’s degree in Computer Science, Electrical Engineering, or a related field.
- 2+ years of experience deploying 3D image processing/generation algorithms into production pipelines
- 2+ years of experience in one or more of the following areas: signal processing for tomographic SAR and/or interferometric SAR, Depth estimation using stereo images, multi-view geometry, or optical flow, Generating 3D images from 2D sensors, Estimation theoretic approaches to 3D localization, Ambiguity resolution for 3D localization
- Experience adapting image processing algorithms for GPU clusters
- Experience with stochastic and adaptive signal processing techniques
- Experience extracting insights from 3D data products via AI/ML techniques
- Experience creating 3D data products from geospatial data sets is a plus