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3D Computer Vision information

What is 3D computer vision?

3D computer vision is a field within computer science and artificial intelligence that focuses on enabling computers to interpret and understand visual information from the world in three dimensions. Unlike traditional 2D computer vision, which works with flat images, 3D computer vision uses data from sources like stereo cameras, LiDAR, or depth sensors to reconstruct and analyze the shape, size, and position of objects in a scene. This technology is crucial for applications such as autonomous vehicles, robotics, augmented reality, and medical imaging. By understanding the spatial relationships between objects, 3D computer vision systems can enable machines to interact more effectively with their environment.

What are the key skills and qualifications needed to thrive as a 3D Computer Vision Engineer, and why are they important?

To thrive as a 3D Computer Vision Engineer, you need a solid background in computer vision, mathematics (especially linear algebra and geometry), and programming, often supported by a degree in computer science, engineering, or a related field. Proficiency in Python or C++, experience with libraries like OpenCV and PCL, and familiarity with deep learning frameworks such as TensorFlow or PyTorch are typically required. Strong problem-solving skills, creativity, and effective teamwork help candidates excel in developing novel algorithms and collaborating across disciplines. These skills and qualities are crucial for creating innovative 3D perception systems that meet real-world challenges and drive advancements in areas like robotics, AR/VR, and autonomous vehicles.

What are some common challenges faced by 3D Computer Vision engineers during project development?

3D Computer Vision engineers often encounter challenges such as managing noisy or incomplete data from sensors, ensuring real-time processing speeds, and integrating algorithms with various hardware platforms. Additionally, adapting solutions to diverse environments—such as changing lighting conditions or object occlusions—requires robust model design and continual testing. Collaboration with cross-functional teams, including hardware engineers and software developers, is key to overcoming these challenges and successfully deploying 3D vision applications.
What are popular job titles related to 3D Computer Vision jobs in California? For 3D Computer Vision jobs in California, the most frequently searched job titles are:
What job categories do people searching 3D Computer Vision jobs in California look for? The top searched job categories for 3D Computer Vision jobs in California are:
What cities in California are hiring for 3D Computer Vision jobs? Cities in California with the most 3D Computer Vision job openings:
3D Computer Vision jobs near you
Infographic showing various 3D Computer Vision job openings in California as of June 2026, with employment types broken down into 79% Full Time, 1% Temporary, 19% Contract, and 1% Nights. Highlights an 89% Physical, 3% Hybrid, and 8% Remote job distribution.
3D Computer Vision Engineer

3D Computer Vision Engineer

Avala AI, Inc

San Francisco, CA • On-site

$130K - $190K/yr

Full-time

Medical, Dental, Vision, Retirement

Posted yesterday

Job description

Job Category: AI & Robotics
About Avala AI
Avala AI is an AI Data Infrastructure company operating at the intersection of real-world AI and the labor economy. We specialize in high-quality data labeling, dataset management, and data visualization-offering 4D labeling solutions for autonomous vehicles, humanoid robots, and drone applications. Our mission is to empower AI-driven industries-AV companies, robotics innovators, and drone enterprises-with the data infrastructure needed to accelerate the next generation of intelligent systems, while also providing dignified digital work to individuals around the globe.
The Role
As a 3D Computer Vision Engineer at Avala AI, you will design and implement state-of-the-art solutions for offline and online 3D reconstruction and scene understanding that are robust, accurate, and performant. You'll work on a world-class spatial computing platform deployed at scale for autonomous vehicles, advanced robotic systems, and drone technologies. Your efforts will push the boundaries of real-world AI while leveraging modern deep learning and 3D computer vision techniques.
What You'll Do
  • Spatial Computing & Reconstruction: Develop cutting-edge solutions using NeRFs, Diffusion Models, Gaussian Splatting, Multiview Stereo, TSDF Fusion, Structure from Motion, and SLAM.
  • Mission-Critical Perception: Create robust 3D perception and scene understanding systems that enhance safety and performance for a wide range of robotics and AV applications.
  • 4D Data Labeling & Visualization: Collaborate with cross-functional teams to refine and scale Avala's 4D labeling platform for cars, humanoid robots, and drones.
  • Software Engineering Best Practices: Employ strong coding, testing, and deployment practices to develop novel work quickly, safely, and efficiently.
  • Boundary-Pushing Innovation: Continuously explore new methods and technologies that push the envelope in 3D vision, neural rendering, and large-scale data processing.

What You'll Bring
  • 3D Vision & Graphics Expertise: Experience with camera models, multi-view geometry, rendering pipelines, and one or more specialized areas such as object detection/tracking, pose estimation, depth estimation, panoptic segmentation, 3D reconstruction, visual SLAM, or neural rendering (e.g. NeRFs, Gaussian Splatting).
  • Solid Mathematical Fundamentals: Proficiency in linear algebra, computational geometry, vector calculus, probability theory, and numerical optimization.
  • Deep Learning Knowledge: Familiarity with modern architectures (transformers, diffusion models, autoregressive models, CNNs, etc.) and associated frameworks (PyTorch, TensorFlow, etc.).
  • Plus Skills: Experience with real-time graphics, sensor fusion, signal processing, computational photography, or robotics is a bonus.
  • Strong Engineering Foundations: Adherence to best practices in software development, ability to write clean and maintainable code, and a team-focused mindset for code reviews and collaboration.

Pay Transparency (California Only)
Base Salary Range: $130,000 - $190,000/year + cash + stock awards + benefits
Your actual base salary and level will be determined on a case-by-case basis, factoring in job-related knowledge, skills, education, and experience. Base salary is only one aspect of total rewards at Avala; employees are also eligible for equity and comprehensive benefits.
What We Offer
  • Mission-Driven Work: Build solutions that positively impact underserved communities while innovating at the cutting edge of AI.
  • Career Growth: Rapid advancement opportunities for those who deliver outsized impact.
  • Excellent Insurance: Comprehensive medical, dental, and vision coverage starting Day 1.
  • Parental Leave: Flexible parental leave that supports work-life integration.
  • Time Off: Flexible time off + paid holidays.
  • Generous Equity & 401(k): Competitive ownership stakes in the company and robust retirement savings.

Equal Opportunity and Accommodations
Research shows that women and BIPOC candidates may hesitate to apply if they do not meet every requirement. At Avala, we encourage candidates of all backgrounds to apply if our mission and work excite you-even if your experience isn't a perfect match.
Avala is an Equal Opportunity employer. We provide equal consideration to all qualified applicants regardless of race, color, religion, gender, national origin, age, disability, marital status, military status, genetic information, or any other category protected by law. We're also committed to providing reasonable accommodations for individuals with disabilities. Please let us know if you need any assistance during the application or hiring process.
Ready to Apply?
Join Avala AI and help shape the future of real-world AI-leveraging 3D computer vision to power autonomous vehicles, humanoid robots, and drones. If you're passionate about advanced 3D perception, large-scale spatial computing, and building an equitable AI future, apply now and embark on a journey that will transform industries around the world!

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