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Algorithm Developer - Vision Algorithms

MobileyeJerusalem и ещё 1 городГибридот 2 летПолная занятость
PythonAIMachine LearningC++PyTorchDeep LearningComputer VisionTensorFlowAutonomous VehiclesAlgorithm DevelopmentSignal processing3D GeometryAlgorithm Engineering

Описание

Our Vision Localization group is responsible for accurately localizing the vehicle on a high-definition 3D map with centimeter-level precision using surround camera systems to enable autonomous driving. Our work combines advanced geometric reasoning, scene understanding, and large-scale mapping to solve one of the core challenges of autonomous vehicles in complex real-world environments. The role involves developing algorithmic and deep learning solutions that integrate mathematical optimization, computer vision, and 3D geometry.

Responsibilities

  • Develop state-of-the-art localization algorithms for autonomous driving using multi-camera surround vision systems
  • Design and implement deep learning models based on Transformers, Graph Neural Networks, and Convolutional Neural Networks
  • Solve challenging problems involving 3D geometry, scene understanding, object matching, and spatial reasoning
  • Combine learning-based methods with classical optimization and geometric algorithms
  • Own the entire lifecycle from prototyping to deployment
  • Analyze real-world driving data and improve system robustness under diverse environmental and visibility conditions
  • Drive innovative solutions for high-precision localization at production scale

Requirements

  • 2+ years of practical experience developing computer vision or machine learning solutions using Python and frameworks such as PyTorch or TensorFlow
  • B.Sc. or M.Sc. in Computer Science, Electrical Engineering, or a related field, with strong academic performance
  • Solid foundation in algorithms, data structures, and computer vision/deep learning fundamentals
  • Strong analytical skills, a sense of ownership, and the ability to work collaboratively