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Master Thesis - Out-of-distribution detection + annotation for traversability estimation for robots(m/w/x)
Developing DNN pipelines for robot traversability estimation, testing with CURT robots at research organization with 76 institutes. Enrollment at a German university required, deep learning frameworks experience needed. Master Thesis project, real-world robot application focus.
Requirements
- Field of study in automation technology, electrical engineering, computer science, cybernetics, mechanical engineering, mathematics, mechatronics, control engineering, software design, software engineering, technical computer science, or comparable
- Enrollment at a German university/Hochschule
- Background in computer science, software engineering, mechatronics, or similar
- Experience with deep learning frameworks such as Keras, TensorFlow, or PyTorch
- Experience in developing and testing deep learning models for computer vision applications is beneficial
- Analytical mindset
- Enthusiasm for mobile robotics
- Fluency in English or German
Tasks
- Design a semantic traversability classification DNN pipeline
- Extend the few-shot segmentation DNN algorithm for new environments
- Evaluate methods to identify out-of-distribution domains
- Assess approaches for automated model learning using robot experience
- Test implementation in real-world scenarios with CURT robots
Education
- Currently in higher education
Languages
- English – Business Fluent
- German – Business Fluent
Tools & Technologies
- Keras
- TensorFlow
- PyTorch
Not a perfect match?
- Fraunhofer-GesellschaftFull-timeInternshipOn-siteStuttgart
- Fraunhofer-Gesellschaft
Master Thesis - Multi-session global traversability Mapping for Autonomous Outdoor Navigation(m/w/x)
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Master Thesis - Out-of-distribution detection + annotation for traversability estimation for robots(m/w/x)
Developing DNN pipelines for robot traversability estimation, testing with CURT robots at research organization with 76 institutes. Enrollment at a German university required, deep learning frameworks experience needed. Master Thesis project, real-world robot application focus.
Requirements
- Field of study in automation technology, electrical engineering, computer science, cybernetics, mechanical engineering, mathematics, mechatronics, control engineering, software design, software engineering, technical computer science, or comparable
- Enrollment at a German university/Hochschule
- Background in computer science, software engineering, mechatronics, or similar
- Experience with deep learning frameworks such as Keras, TensorFlow, or PyTorch
- Experience in developing and testing deep learning models for computer vision applications is beneficial
- Analytical mindset
- Enthusiasm for mobile robotics
- Fluency in English or German
Tasks
- Design a semantic traversability classification DNN pipeline
- Extend the few-shot segmentation DNN algorithm for new environments
- Evaluate methods to identify out-of-distribution domains
- Assess approaches for automated model learning using robot experience
- Test implementation in real-world scenarios with CURT robots
Education
- Currently in higher education
Languages
- English – Business Fluent
- German – Business Fluent
Tools & Technologies
- Keras
- TensorFlow
- PyTorch
About the Company
Fraunhofer-Gesellschaft
Industry
Research
Description
Das Unternehmen ist eine der führenden Organisationen für anwendungsorientierte Forschung mit 76 Instituten in Deutschland.
Not a perfect match?
- Fraunhofer-Gesellschaft
Master Thesis - Multi-modal traversability estimation for Autonomous Outdoor Navigation(m/w/x)
Full-timeInternshipOn-siteStuttgart - Fraunhofer-Gesellschaft
Master Thesis - Multi-session global traversability Mapping for Autonomous Outdoor Navigation(m/w/x)
Full-timeInternshipOn-siteStuttgart - Fraunhofer-Gesellschaft
Master Thesis - Reinforcement Learning for wheeled, bipedal robots(m/w/x)
Full-timeInternshipOn-siteStuttgart - Fraunhofer-Gesellschaft
Masterthesis - Reinforcement Learning approach for path following and base control(m/w/x)
Full-timeOn-siteNot specifiedStuttgart - Bosch Group
Master Thesis Automated Driving Systems(m/w/x)
Full-timeOn-siteNot specifiedRenningen