ADAS System Architect - Forward Perception
Job Description
JOB DESCRIPTION
Ford China Driver Assistance Technologies is expanding engineering and research activities in the field of Automated Driving, focus to deliver world-class ADAS and AD solutions experiences for the Ford and Lincoln vehicle brands.
RESPONSIBILITIES
- Design and develop visual perception algorithms for driving scenarios, including vehicle/pedestrian/general object/lane/traffic signs etc. in highway and urban environments.
- Explore and develop 3D perception solutions, including but not limited to BEV vector perception, 3D object detection, and occupancy network perception.
- Develop detection and semantic segmentation algorithms based on cameras and sensor fusion.
- Optimize model training algorithms and streamline models to enhance accuracy and speed.
- Collect, process, maintain, and analyze datasets.
- Design evaluation metrics for algorithms and establish iterative strategies.
- Organize training data and develop data annotation schemes.
- Support perception issue analysis and fix for on-going and incoming programs
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QUALIFICATIONS
- Master's degree or above in Computer Science, Artificial Intelligence, Information Technology, Mathematics, Electronics, Automation, Automotive Engineering, Robotics, or related fields.
- At least 3 years of experience in autonomous driving projects and deep learning development.
- Strong computer science foundation, proficient in Python programming, familiar with Linux and OpenCV, with C/C++ development experience preferred.
- Proficient in common coding frameworks and at least one deep learning framework such as PyTorch or TensorFlow.
- Deep understanding of mainstream CNN/RNN neural network structures, including but not limited to VGGNet, ResNet, LSTM, and Transformer, with relevant development experience.
- Familiar with current mainstream deep learning algorithms, including but not limited to BEV perception, unsupervised training, large models, object detection, image segmentation, multi-task learning, and multi-sensor fusion.
- Experience in one or more ML/DL/CV projects, strong problem-solving abilities, and proficient in reading technical documents in English.
- Excellent communication and collaboration skills, self-driven, result-oriented, and capable of deconstructing algorithm development tasks and delegation.
- Strong values, intrinsic motivation, excellent learning abilities, and the ability to proactively solve problems and handle work pressure.
- Responsible, passionate about technological innovation, and good team player with excellent communication skills.
- Please use Liepin to seek detailed position information. Thanks.
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Date Posted
10/08/2024
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