Senior Computer Vision/Deep Learning Engineer

Luxoft
Senior
Online interview
B2B Employment contract
Krakow

Project description

We are utilizing a city's existing fleet and a growing number of mobile devices connected to our network, we collect real-time data that supports the enforcement of traffic laws. We are implementing the first technology provider to create a vision-based solution capable of detecting, understanding, and determine causation of traffic violations, to help cities achieve their Vision Zero safety goals.

Your tasks

  • Responsible for developing computer vision and machine learning technologies for prototyping and deployment on cloud and embedded systems.
  • Building road scene reconstruction system using computer vision and other sensors with following techniques:
  • applied deep learning (object detection, semantic segmentation, depth prediction etc.)
  • motion & trajectory estimation,
  • scene understanding,
  • visual odometry,
  • sensor fusion,
  • mutli-object tracking,
  • camera calibration,
  • parameter estimation & optimization
  • lanes and road layout estimation
  • Experimenting with real-world data to validate, evaluate and improve the algorithms.
  • Responsible for productizing the CV/ML algorithms into product features, with support and guidance from other system engineering teams

Who we're looking for?

MUST
  • Computer Science engineering degree or equivalent - Math, Physics or similarly quantitative-heavy background
  • Experience with OpenCV and Pytorch, also other computer vision/deep learning libraries
  • Experience in building visual data processing pipelines, including the design of necessary validation automation

Ability to transfer prototyping code/algorithm into production grade feature of a working system (C++)

  • Experience in Python, OpenCV, Dlib
  • Experience with common Machine Learning methods
  • Experience with Pytorch, Keras or TensorFlow is a plus
  • Experience in using Deep Learning models in automotive projects (object detection, scene semantic segmentation etc.)
  • 5+ years of experience ii IT projects, ideally similar position
NICE TO HAVE
  • Experience in C++
  • Knowledge of Nvidia TensorRT, DeepStream SDK
  • Experience in deep learning models optimization (pruning, quantization, knowledge distillation etc.)

Our company

Luxoft

Gdańsk, Wrocław, Warsaw, Krakow, Zug 13000
Tech skills
  • Java
  • JavaScript
  • .Net

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