Deep Learning Computer Vision Researcher

2 weeks ago

Kadima Center District, Israel GroWings Robotx Full time

About the Company

A well-funded aerospace start-up, established as a joint venture between IAI and Tama.

Developing a big autonomous UAV (unmanned aerial vehicle) for agricultural use.

About the Team

Responsible for the machine vision of the UAV.

Real-time 3D terrain mapping, and obstacle detection

Join us in designing cutting edge deep learning new models and algorithms, optimized for real-time vision.

Responsibilities

  • Research and develop state-of-the-art computer vision models
  • Optimize neural networks for real-time deployment.
  • Lead best practices in deep learning and innovative solutions.
  • Oversee data acquisition, annotation, and augmentation processes
  • Stay up to date with the latest advancements in computer vision and deep learning

Requirements

  • B.Sc. or M.Sc. in Computer Science, Engineering, or related field.
  • 3+ years of hands-on experience developing and optimizing deep learning models
    specifically for computer vision tasks
    (e.g., object detection, semantic segmentation, etc.).
  • MUST
    : Proven experience in modifying and improving neural network architectures
    (not just using off-the-shelf models)
    .
  • Deep understanding of neural network structures, including CNNs, Transformers, and other advanced architectures, with the ability to deeply analyze existing models and enhance their architecture.
  • Strong proficiency in
    Python, PyTorch
    , and classical computer vision libraries such as
    OpenCV
    .
  • Proven track record of systematically designing, conducting, and analyzing experiments to drive meaningful enhancements in model performance.
  • Advantage
    : experience optimizing models for real-time inference on GPUs or specialized hardware accelerators such as NVidia TensorRT

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