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Computer Vision Engineer

GE Transportation

based on 169 Reviews

2-5 years

Bangalore / Bengaluru

1 vacancy

Computer Vision Engineer

GE Transportation

posted 19d ago

Flexible timing

Key skills for the job

+ 3 more

Develop next generation machine vision system with Python/C++.
Design and implement advanced computer vision algorithms for high-speed outdoor laser-based measurement systems
Create robust solutions for sensor fusion, combining data from laser systems with cameras
Develop and optimize 3D reconstruction techniques for objects using laser profiling data
Implement and improve algorithms for real-time processing of laser measurement data
Develop and implement computer vision algorithms, both traditional image processing and deep learning for accurate measurement and detection of objects using laser and camera-based systems.
Optimize algorithms for real-time performance and high-speed processing.
Collaborate with cross-functional teams including hardware engineers, software developers, and domain experts to integrate computer vision solutions into our products.
Conduct research to stay updated on the latest advancements in computer vision, deep learning, and image processing.
Provide technical guidance and mentorship to junior team members.

Requirements:

Bachelors, Masters, or Ph.D. degree in Computer Science or related field.
5+ years of experience in developing 2D and 3D perception capabilities, with a focus on laser-based measurement systems
Proficiency in MATLAB and strong skills in Python and/or C++ programming languages.
Experience with 3D vision libraries and tools (e.g., Point Cloud Library, Open3D)
Expertise in processing and analyzing data from high-speed laser profiling systems
Experience with software development tools and libraries such as OpenCV, TensorFlow, PyTorch, etc.
Experience with deep learning techniques applied to 3D point cloud data
Solid understanding of laser measurement principles, including triangulation and time-of-flight techniques
Familiarity with challenges specific to outdoor, high-speed measurement scenarios (e.g., varying lighting conditions, motion compensation)
Strong mathematical background, particularly in 3D geometry, signal processing, and optimization
Knowledge of calibration techniques for laser-based measurement systems
Experience with multi-sensor fusion involving laser profilers and other sensor types
Strong understanding of traditional image processing techniques and algorithms.
Experience with laser and camera-based measurement systems is a plus.
Excellent problem-solving skills and ability to work independently as well as in a team environment.
Strong communication skills with the ability to articulate technical concepts effectively.

Personal Attributes:

Strong oral and written communication skills.
Strong interpersonal and influencing skills.
Effective team building and problem-solving abilities.
Demonstrate the ability to quickly understand and learn new concepts, in analytics and other supporting technologies.