Senior Autonomous Perception Engineer - Sensor Fusion

Hitachi Vantara Corporation

Farmington Hills (MI)

On-site

USD 110,000 - 120,000

Full time

2 days ago
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Benefits offered by this job

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Job summary

GlobalLogic, a Hitachi Group Company, seeks a Senior Autonomous Perception Engineer to design and implement perception algorithms for autonomous vehicles. You will fuse LiDAR, camera, radar, and GNSS data, develop robust multi-sensor methods, and optimize real-time performance onsite in Detroit, MI.

The role emphasizes calibration, multi-object tracking, and deployment with ROS2, OpenCV, PyTorch, and CUDA, contributing to cutting-edge perception solutions within a global engineering team.

Qualifications

  • Minimum 3+ years of experience in sensor calibration, multi-sensor fusion, or related domains.
  • Strong foundation in linear algebra, 3D geometry, coordinate frames, quaternions, probability, Bayesian filtering, and data association.
  • Hands-on experience with intrinsic and extrinsic calibration of LiDAR, cameras, and radar, including geometric calibration, coordinate transforms, and sensor synchronization.
  • Proven experience with perception algorithms for autonomous systems, particularly in LiDAR, camera, radar, GNSS, or other sensor modalities.
  • Deep understanding of LiDAR technology, point cloud data structures, and processing techniques; experience with PCL or Open3D.
  • Proficiency in sensor fusion for combining data from LiDAR, camera, radar, and GNSS, including handling time synchronization and motion distortion.
  • Solid background in computer vision techniques; experience with OpenCV and object detection models such as YOLO, Faster R-CNN, or SSD.
  • Experience with deep learning frameworks (TensorFlow or PyTorch) for object detection and tracking tasks.
  • Hands-on experience with multi-object tracking algorithms such as SORT, DeepSORT, Kalman Filters, UKF, IMM, or JPDA.

Responsibilities

  • Design and implement advanced perception algorithms for autonomous vehicles using LiDAR, cameras, radar, and GNSS.
  • Develop and optimize sensor fusion techniques to combine data from multiple sensors, improving the accuracy and reliability of perception systems.
  • Create algorithms for object detection, tracking, semantic segmentation, and classification from 3D point clouds (LiDAR) and camera data.
  • Develop sensor calibration techniques (intrinsic and extrinsic) and coordinate transformations between sensors.
  • Develop robust perception algorithms that maintain performance in adverse weather conditions such as rain, snow, fog, and low-light scenarios.
  • Participate in real-time systems design and optimization to meet the high-performance requirements of autonomous driving.
  • Work with ROS2 for integration and deployment of perception algorithms.
  • Develop, test, and deploy machine learning models for perception tasks such as object detection and tracking.
  • Collaborate with cross-functional teams to integrate perception algorithms into larger autonomous systems.
  • Stay up-to-date with industry trends and emerging technologies to innovate and improve perception systems.

Skills

Sensor calibration
Multi-sensor fusion
3D geometry
Coordinate transforms
OpenCV
PyTorch
C++
ROS2
CUDA

Tools

PCL
Open3D
YOLO
Faster R-CNN
Kalman Filters

Job description

GlobalLogic, a Hitachi Group Company, seeks a Senior Autonomous Perception Engineer to design and implement perception algorithms for autonomous vehicles. You will fuse LiDAR, camera, radar, and GNSS data, develop robust multi-sensor methods, and optimize real-time performance onsite in Detroit, MI.

The role emphasizes calibration, multi-object tracking, and deployment with ROS2, OpenCV, PyTorch, and CUDA, contributing to cutting-edge perception solutions within a global engineering team.

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