Senior AI Researcher

6 days ago

Singapore beBeePerception Full time
Perception Researcher

As a Perception Researcher in this role, you will collaborate closely with leading researchers to develop cutting-edge perception algorithms for autonomous vehicles. The primary focus of perception is to identify and comprehend the surrounding environment, supporting L2 and L3 automated driving capabilities.

The job involves constructing a real-time virtual representation of the local environment by processing input data from cameras and complementary sensors such as radars, IMU, and ultrasonic sensors.

Key Responsibilities:

  • Develop deep learning-based perception algorithms encompassing object detection, lane detection, segmentation, depth estimation, and other related tasks.
  • Innovate state-of-the-art network architectures and training methodologies, assessing their efficacy in addressing vision-related challenges.
  • Execute deep network compression tailored for ASIC platforms.
  • Stay abreast of the latest advancements in deep learning and computer vision literature, proactively proposing novel concepts.

Requirements:

  • Masters or PhD in Computer Science, Electrical Engineering, or a related field.
  • 3+ years of experience in computer vision/machine learning development.
  • Demonstrated expertise in research and development within one or more of the following domains:
    • Deep network development, particularly with visual data.
    • Object detection and tracking.
    • Stereo/optical flow/depth estimation.
    • Multi-view geometry and 3D computer vision.
    • Structure from motion.
    • Network compression and optimization.
    • Network-based sensor fusion.
    • Mathematical optimization.
    • Proficient programming skills in Python (knowledge of C++ is advantageous).

Favored Skills:

  • Compression
  • Machine Learning
  • Image Processing
  • Segmentation
  • Artificial Intelligence
  • Computer Vision
  • 3D
  • Research and Development
  • Python
  • Sensors
  • Publications
  • Autonomous Vehicles
  • ASIC
  • Geometry
  • Electrical Engineering
  • C++

Academic Background
You have a strong academic background in Computer Science, Electrical Engineering, or a related field.

Professional Experience
You possess extensive experience in computer vision/machine learning development.

Expertise
You are well-versed in research and development within one or more of the following domains:

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