Job Details
Signal Processing R&D for Image Sensors【CV/ML/CG】
Semiconductor | Machine Learning (inc. Deep Learning) | Computer Vision, Image Processing | Signal Processing
Location | Shinagawa-ku, Tokyo |
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Company | Japanese semicon maker holding top share in imaging sensor |
Job Description | You will be responsible for developing signal processing technologies utilizing the company’s proprietary image sensors. This includes the creation of simulators and renderers, as well as other computer graphics technologies necessary for implementation. You will also focus on optimizing device and signal processing designs from both hardware and software perspectives, and propose innovative device development utilizing these technologies. ■Team's mission The team is dedicated to researching and developing computer vision and machine learning technologies using the company’s innovative sensor technology. ■Expected responsibility Their focus areas include: A) The development of signal processing and sensing systems utilizing the company’s unique sensors, including Polarization Image Sensors, Event-based Vision Sensors, SWIR Image Sensors, and SPAD Depth Sensors. Our team may use computer graphics technologies such as simulations and renderers to support this development. B) The optimal design of devices and signal processing from both hardware and software perspectives. Our goal is to propose the company’s original sensor devices with unique architecture and high efficiency systems through this optimal design. We also conduct research and development in signal processing technologies, such as image processing and machine learning, in order to implement them as new products and services. ■Your role - Software, algorithm, and system development related to image processing, along with supporting their practical implementation. - As an engineer, you will constantly acquire new skills and expertise to become a reliable expert in computer vision and machine learning technologies. - Take on the role of an expert in developing key technologies that will be integrated into next-generation products and services, leading the development as a core team member. - Engage in the planning and proposing research and development themes and take on the challenge of collaborating with overseas R&D branches and universities. ■Career path You will have the opportunity to build your career path while engaging in collaboration with organizations within the company Group related to image sensors, including overseas locations, as well as through partnerships with universities. |
Requirement | You should possess skills and knowledge in one of the areas in following, along with experience in conducting self-driven research and development: - Software development skills (C++, Python, Deep Learning frameworks, etc.) - Experiences in prototyping systems for research and development in image sensing, computational photography, computer vision, etc. - Specialized knowledge in optimization and acceleration, including systems and hardware. - Expertise in efficient computation for neural networks and experiences in development related to edge AI and hardware implementation, such as on-chip learning. - Experiences in 3D modeling, photogrammetry, and rendering using tools like Blender. - Specialized knowledge in ray tracing (ray marching, SDF, etc.) and implementation experience with technologies like DirectX and OptiX. |
English Level | Basic level (TOEIC 650 or higher) |
Japanese Level | Business level |
Employment Type | Permanent |
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