Perception Engineer - Computer Vision/Machine Learning

About Forterra

Forterra is a leading provider of autonomous systems for ground-based movement in the working world. Amongst some of the earliest innovators in the field of driverless technology, Forterra is focused on building systems that protect front-line soldiers and enable civilian workers in our industrial base. Forterra is the go-to provider of ground autonomy solutions for the U.S. Department of Defense, which harnesses the technology for asymmetric warfare in critical conditions.

About the role

Forterra is refining our robust, real-time perception systems to power autonomous vehicle platforms operating in dynamic, complex environments. We're seeking a Perception Engineer with expertise in computer vision and deep learning to develop and refine core features such as object recognition and scene understanding. This is a hands-on, systems-level role that bridges research and deployment. The ideal candidate will have a strong background in designing and developing core perception algorithms in multiple sensor domains: object detection, and tracking algorithms running on hardware operating in varied environments under real-time constraints.

What You'll Do

  • Develop and deploy perception algorithms for object detection, semantic segmentation, classification, and OCR across various sensor modalities (camera, LiDAR, radar)
  • Improve existing deep learning models and monitor their performance over time
  • Stay up-to-date with academic research and industry trends as relates to deep learning for perception
  • Design data pipelines for training, validation, and model performance tracking across real-world scenarios
  • Collaborate with autonomy, systems, and field engineering teams to validate performance in deployed systems
  • Analyze logged data and troubleshoot on-site issues to identify and resolve potential problems

Minimum Qualifications

  • BS, MS, or PhD in computer science, electrical engineering, robotics, or related field, or with equivalent
  • industrial experience
  • 2+ years of similar academic and/or professional working experience
  • Solid understanding of machine learning training/deployment pipelines and their implementation
  • Experience building real-time perception models for detection, tracking, segmentation, and OCR
  • Solid programming skills in Python and C++, with experience in robotics or embedded deployment pipelines
  • Familiarity with performance optimization, inference acceleration, and deployment on edge devices (e.g., Jetson, TensorRT)
  • Understanding of data annotation, training workflows, and general machine learning lifecycle
  • Ability to debug perception issues in field data and iterate rapidly
  • Maintain thorough documentation of algorithm development, testing procedures, and results for team accessibility
  • Strong ability to problem-solve, acts as a self-starter, doesn’t shy away from technical challenges
  • Strong attention to detail, follow-through, and ability to plan architecture to anticipate future technical
  • expansion

Preferred Qualifications

  • Experience with delivering production-quality software in a continuously-integrated environment using test-drive development patterns
  • Familiarity with multimodal sensor fusion and SLAM or visual odometry
  • Experience with ROS, Docker, and continuous integration for robotics systems
  • Background in structured data management for ML training and evaluation
  • Exposure to AI model deployment in constrained environments with real-time performance requirements
  • Experience with cloud infrastructure and AWS in particular


US Salary Range
 $120,000-$170,000

 

The salary range for this role is an estimate and is based on a wide variety of compensation factors. The salary offered to candidates will vary based on a variety of factors including (but not limited to) relevant work experience, education, specialized training, critical expertise, training, and more. Equity in Forterra is included in most of our full-time, high-demand roles and is therefore considered part of Forterra’s overall compensation package. In addition to base salary and equity, Forterra offers competitive benefits for full-time employees including:

  • Premium Healthcare Benefits: Three plan options, including an HSA-eligible plan, with Forterra covering 80% of the plan premium for you and your dependents.  
  • Basic Life/AD&D, short and long-term disability insurance plans 100% covered by Forterra, plus the option to purchase additional life insurance for you and your dependents.
  • Extremely generous company holiday calendar including a winter break in December.
  • Competitive paid time off (PTO) offering 20 days accrued per year.
  • A minimum of 7 weeks fully paid parental leave for birth/adoption. 
  • A $9k annual tuition reimbursement or professional development stipend.
  • Fully stocked beverage refrigerators with all the Celsius your little heart desires. 
  • 401(k) retirement savings plan, including traditional, Roth 401(k), and after-tax deferral with company match up to 4%.

Your recruiter will be able to share more information about our salary and benefits offering during the hiring process.  


Forterra is an equal-opportunity employer, providing and promoting equal employment opportunity in accordance with local, state, and federal laws. Forterrans are unique, talented individuals who are united through a shared passion to deliver autonomous systems that enable national resilience and a robust supply chain. All qualified applications will receive equal consideration for employment.

The pay range for this role is:

120,000 - 170,000 USD per year (ARC)

Software Engineering

Arlington, VA

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