Company Description
At Bosch, we shape the future by inventing high-quality technologies and services that spark enthusiasm and enrich people’s lives. Whether in areas of Automated Driving, Electric & Connected Mobility, IoT or Connectivity, our ideas make driving safer and more comfortable than ever before. This is only possible with the help of our colleagues from Bosch Engineering Center - with offices in Cluj and Bucharest - specialized in software, hardware & mechanics and reliability engineering. We work closely together with other international mobility development teams and with the local Bosch Cluj Plant in order to offer unique products and AIoT solutions to our clients from around the world.
So, are you ready to shape the future of the mobility together with us? Let us tell you more. Our promise to our associates is rock-solid: we grow together, we enjoy our work, and we inspire each other. Join in and feel the difference.
Job Description
We are currently looking for a Senior Computer Vision Software Engineer for Self-Driving Cars to work within our team.
We are a team of engineers that harness the power of artificial intelligence, video-based perception and deep learning to create industry leading automated driving technologies. We develop state-of-the-art computer vision algorithms, art neural networks based on video sensors with the focus on traffic/driving/parking scenes understanding. Our activities cover a broad set of computer vision algorithmic methods and entire data-driven development loop ranging from data selection and filtering to creating models for various vision tasks and to optimizing & deploying them on embedded automotive hardware, for self-driving / automated driving cars. Our applications cover various mobile platforms (vehicles, motorcycles, etc.), enabling automatic lateral and longitudinal control of the vehicles as well as high-definition maps creation.
In your role you will:
- Develop computer vision based environment perception algorithms for assisted and automated driving systems;
- Design, develop and optimize algorithms and software for single and for multi-camera video systems using a variety of state-of-the art methods (deep learning, structure from motion, optical flow, 3D reconstruction, clustering, segmentation, objects tracking, visual odometry, numerical optimization techniques, projective geometry);
- Create, adapt and train deep learning models that detect / classify / segment objects of interest in the context of automated driving, such as, but not limited to: vehicles of all types, pedestrians, road infrastructure elements, traffic lights, signs, free-space etc;
- Be responsible for the data-engineering related activities such as data filtering and automatic search, doing statistics, defining labeling guidelines, preparing the data requirements for each model etc;
- Be responsible for optimizing and deploying trained deep learning models and 3D perception algorithms to dedicated hardware devices;
- Evaluate and validate the performance of the models based on ground truth and reference sensors data, and will experiment ways to improve scenarios with undesired behavior;
- Evaluate and tune the algorithmic performance on large data-sets for reaching series-ready systems performance;
- Occasionally develop offline algorithmic methods for reference sensors data processing (e.g. LiDAR) and visualization software (e.g. 3D visualization);
Technology Stack:
- Python, C/C++
- Tensorflow, Keras, Pytorch
- Parallel computing frameworks (NEON, DSPs, OpenCL, CUDA, …)
- Horovod, Microsoft Azure
- Linux
- GIT, Jira, Bitbucket, Docker
- Jenkins, CMake or equivalents
Qualifications
- You have at least 5 years of experience in the computer vision field.
- You have a university degree in computer science, automation, electronics and telecommunications, informatics, mathematics or comparable;
- You have a thorough understanding of computer vision / deep learning / machine learning (i.e., building blocks, mathematics, and intuition behind), algorithms, data structures and software design.
- You have an extensive experience with Python, object oriented programming and with deep learning training frameworks (TensorFlow, PyTorch, etc.);
- You enjoy working on both research & development related activities;
- You are motivated and committed to get involved, learn and contribute to the development of cutting-edge technologies in collaboration with a global network of experts;
- You have good communication, strong analytical skills, you are team oriented, have initiative, perseverance, and attention to details;
- You are self-organized and able to estimate, prioritize and schedule own tasks
- You are result and quality oriented;
Additional Information
Hybrid working is the new way of working! We offer super nice and cozy office spaces, however you can also work from home if you feel like it (70% remote work)
Our #LikeABosch benefits:
- 25 days of annual leave
- Medical subscription
- Accident insurance
- A monthly budget which can be used for several different services on an online benefit platform
- Annual bonus
- Relocation bonus
- Lunch discounts
- Sport activities and well-being initiatives
- Technical and soft skills trainings
- Access to e-learning platforms
- Local and Global career development programs
- Bookster subscription