Our company is expanding its smart product lines for high-end household appliances.
A large-scale global initiative is being implemented across our IP portfolio, including development of embedded software and enhancements to cloud infrastructure.
Job Description
As a Senior Software Engineer in Computer Vision, you will work on the design and development of cutting-edge computer vision applications.
Your expertise in image processing algorithms, machine learning models, and C++ programming will drive innovation in our products.
Responsibilities
- Collaborate with computer vision perception engineers and camera ISP engineers to develop novel computer vision solutions.
- Define image quality requirements for customer use cases and develop strategies to improve image processing algorithms.
- Develop custom ML models for visual recognition and train them from scratch using PyTorch or TensorFlow.
- Quantize and prune ML models to optimize performance.
- Evaluate data using relevant metrics to increase model performance and make data-driven decisions.
- Implement computer vision/image processing algorithms in C++ code and integrate machine learning modules into algorithms.
- Research existing C++ solutions for CV logic and stay up-to-date with the latest advancements in the field.
- Develop cross-platform C++ code and cover algorithms and CV code with unit tests.
Requirements
- Bachelor's Degree or greater in Computer Science, Software Engineering, or related field.
- 3-5 years experience developing computer vision applications/algorithms.
- Participated in at least 2 image processing/computer vision projects and 1 productized project.
- Image processing/computer vision background/understanding.
- Strong C/C++ experience.
- Experience with OpenCV and ML frameworks like PyTorch TensorFlow TensorFlow Lite.
- Deep understanding of neural network architectures.
- Experience working with embedded devices in C++ on Linux.
- Good understanding of geometry (2D/3D) and algebra.