Computer Vision Engineer

Project Description:

• Our client, a leading manufacturer of high-end household appliances, is expanding into new smart product lines. As part of this strategic initiative, a large-scale global program is being implemented across the company's IP portfolio. This includes the development of new embedded software, enhancements to cloud infrastructure.

Responsibilities:

• "- Work directly with computer vision perception engineers, and camera ISP engineers.
• - Define the image quality requirements for customer use cases
• - Develop image processing algorithms to optimizing the camera image quality for performance improvement of computer vision applications
• - Develop custom ML models for visual recognition and training it from scratch
• - Quantization and pruning the ML models
• - Data evaluation using relevant metrics to increase the model performance
• - Implement computer vision/image processing algorithms in fast/optimal C++ code
• - Implement heuristic/math algorithms and probabilistic methods for camera AI
• - Research existing C++ solutions for CV logic
• - Develop cross platform C++ code
• - Cover algorithms and CV code with unitest
• - Ramp up on new technologies related to CV/ML/algorithms (not R&D)
• - Integrate machine learning modules into algorithms"

Mandatory Skills Description:

• "- Bachelor's Degree or greater in Computer Science, Software Engineering, or related field.
• - 3-5 years of experience developing computer vision applications/algorithms
• - Participate in at least 2 image processing / computer vision projects and 1 of them productized
• - Image processing / computer vision background/understanding
• - Strong C/C++ experience
• - Experience with OpenCV and ML frameworks such as Pytorch, TensorFlow, TensorFlow Lite
• - Deep understanding of neural network architectures
• - Experience to work with embedded devices in C++ on Linux
• - Decent understanding geometry 2D/3D and algebra.
• - Desire to learn new technologies
• - Desire to follow test driven development(in CV/ML too)"

Nice-to-Have Skills Description:

• "- Experience with machine learning integration, inference engines
• - Machine learning general understanding
• - Building for Android/Yocto experience
• - OpenCL/cuda or OpenGL/Vulkan(shaders) experience/understanding and desire to learn or any different SIMD language"