Loftorbital
Image Processing Intern: AI-Assisted Tools for CalVal
Toulouse, Occitanie. Posted 3 days ago
The role
The intern will support the End-to-End Validation & Performance team on image processing and calibration/validation work for Earth-observation missions. The work includes building a reproducible dataset, a baseline estimator and an evaluation of correction quality, then presenting findings to stakeholders.
What you will do
- Review DSNU, radiometric calibration and EVP processing and CAL/VAL practices
- Identify suitable routine images, metadata and reference calibration data with EVP engineers; document limitations and provenance
- Prepare a reproducible dataset and reference baselines with a holdout evaluation strategy
- Implement a baseline estimator combining a data-fit term with a regularizing prior
- Investigate additional AI/ML methods where suitable data exist and compare them against the baseline
- Evaluate correction quality, residual fixed-pattern structure, stability, runtime and failure cases
- Package the workflow as a prototype script or notebook with plots, quality checks and an auditable record
- Present findings and recommendations to EVP and CAL/VAL stakeholders
Required qualifications
- Student in engineering, applied physics, remote sensing, image processing, data science or a related field
- Fundamentals of signal or image processing
- Strong interest in Earth observation
- Basic programming skills in Python and comfort working with scientific data
- Analytical mindset, rigor, and ability to document assumptions and limitations
- Interest in calibration, validation, sensor behavior or image quality assessment
Nice to have
- Exposure to satellite imagery or remote-sensing data
- Experience with optimization, statistical estimation or machine-learning evaluation
- Familiarity with image-analysis libraries and scientific Python tools
- Understanding of radiometric calibration or data-quality assessment
Benefits
- Lunch vouchers (tickets restaurant)
- Sustainable mobility package (forfait mobilite durable)
- International environment with 20+ nationalities
- Mentoring program throughout the internship
Before you apply
- Attach a copy of your resume in English
About the company
Loft provides governments, companies and research institutions with a fast way to deploy missions in orbit, operating end-to-end missions as a service. Founded in 2017, it has flown more than 30 missions and has offices in San Francisco, Golden and Toulouse.