Master's Thesis: Algorithm Development for In-Field Sharpness Measurement using Traffic Signs

vor 4 Wochen

Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

At the Fraunhofer Application Center, we are dedicated to designing the mobility of the future in a safer, more efficient, and resource-saving way. Our research focuses on automated and cooperative driving, combining competencies in sensor technology, communication, and artificial intelligence. We are seeking motivated students to work on a master's thesis project in the field of machine learning/computer vision. The primary goal is to develop an algorithm that accurately and efficiently evaluates the sharpness of images captured by automotive cameras, with a focus on traffic signs. This is crucial for ensuring optimal image clarity, given the increasing reliance on car cameras for applications ranging from autonomous driving to traffic surveillance.

Requirements

  • Enrolled in a relevant field of study (Data Science, Electrical and Information Engineering, Physics, Aeronautical and Automotive Engineering, Computer Science, Mathematics, or Mechanical Engineering)
  • Strong background in machine learning, deep learning, and/or computer vision
  • Good programming skills in Python (and C++)
  • Basic knowledge of optics, including concepts like PSF, MTF, sharpness, and aberrations
  • Motivation and ability to work in a team
  • Initiative and creativity
  • Very good grades

What You Can Expect

  • Versatile and practical projects
  • Professional supervision
  • Motivated teams in an open-minded working atmosphere
  • A modern research infrastructure
  • Flexible working hours

Fraunhofer is Europe's largest application-oriented research organization. Our research efforts are geared entirely to people's needs: health, security, communication, energy, and the environment. We are creative. We shape technology. We design products. We improve methods and techniques. We open up new vistas. At the institute's sites in Dresden, Ingolstadt, and Berlin, Fraunhofer IVI's researchers are developing technologies and concepts for mobility, energy, as well as safety and security – from forward-looking preliminary research to practical applications in everyday use. The institute collaborates closely with TU Dresden, TU Bergakademie Freiberg, and Technische Hochschule Ingolstadt.

We value and promote the diversity of our employees' skills and therefore welcome all applications – regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation, and identity. Severely disabled persons are given preference in the event of equal suitability. With its focus on developing key technologies that are vital for the future and enabling the commercial utilization of this work by business and industry, Fraunhofer plays a central role in the innovation process. As a pioneer and catalyst for groundbreaking developments and scientific excellence, Fraunhofer helps shape society now and in the future.

  • Algorithm Developer for In-Field Sharpness Measurement using Traffic Signs

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    At Fraunhofer-Gesellschaft, we are dedicated to advancing the field of machine learning and computer vision. We are seeking a highly motivated and skilled algorithm developer to join our team and contribute to the development of an algorithm that can accurately and efficiently evaluate the sharpness of images captured by automotive cameras, with a focus on...

  • Algorithm Development for In-Field Sharpness Measurement using Traffic Signs

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    At the Fraunhofer Application Center »Connected Mobility and Infrastructure«, we are seeking a motivated student to work on a master's thesis project focused on developing an algorithm for evaluating the sharpness of images captured by automotive cameras, with a focus on traffic signs. This project is part of our ongoing research in machine learning and...

  • Algorithm Development for In-Field Sharpness Measurement Using Traffic Signs

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    At the Fraunhofer Application Center »Connected Mobility and Infrastructure«, we are dedicated to investigating and developing concepts to design the mobility of the future in a safer, more efficient, and resource-saving way. Our research focuses on automated and cooperative driving, combining a wide range of competencies in sensor technology,...

  • Final Thesis in Machine Learning

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Improve Your Programming Skills in Machine LearningWe are seeking exceptional candidates to write their final thesis with a focus on machine learning and reinforcement learning. Our research at the Fraunhofer Application Center addresses current and future topics of automated and cooperative driving, including urban air mobility.What You Will DoIn your...

  • Senior Researcher in Machine Learning

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Improve Your Programming Skills in Machine LearningWe are seeking exceptional candidates to write their final thesis with a focus on machine learning and reinforcement learning.Our research at the Fraunhofer Application Center addresses current and future topics of automated and cooperative driving, including urban air mobility.What You Will DoIn your...

  • Machine Learning Researcher for Autonomous Mobility

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Improve Your Programming Skills in Machine LearningWe are seeking exceptional candidates to write their final thesis with a focus on machine learning and reinforcement learning.Our research at the Fraunhofer Application Center addresses current and future topics of automated and cooperative driving, including urban air mobility.What You Will DoIn your...

  • Automotive Engineer for Vehicle In-Service

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland in-tech GmbH Vollzeit

    Job Descriptionin-tech GmbH is a digital solutions provider for Automotive, Rail, and Smart Industry. As a strategic development partner, we accompany our customers through the entire development process - from individual components to comprehensive solutions from hardware and software.We are engineers, software developers, technicians, and professionals...

  • Monocular Depth Estimation for Autonomous Drones Using Deep Learning

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    The Fraunhofer Application Center for Connected Mobility and Infrastructure at the Technische Hochschule Ingolstadt focuses on current and future topics of automated and cooperative driving. The center combines diverse competences in the fields of sensor technology, communication, and artificial intelligence, fostering synergies with the local industry and...

  • Machine Learning Researcher in Autonomous Flying at Fraunhofer

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Research Position in Machine Learning for Autonomous FlyingThe Fraunhofer Application Center "Connected Mobility and Infrastructure" at Technische Hochschule Ingolstadt (THI) focuses on current and future topics of automated and cooperative driving. Our research team specializes in using machine learning and computer vision to transform the field of highly...

  • Senior Researcher in Machine Learning

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Improve Your Programming Skills in Machine LearningWe are seeking exceptional candidates to write their final thesis with a focus on machine learning and reinforcement learning.Our research at the Fraunhofer Application Center addresses current and future topics of automated and cooperative driving, including urban air mobility.What You Will DoIn your...

  • Machine Learning Researcher for Autonomous Flying Systems

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    At Fraunhofer-Gesellschaft, we are seeking a highly motivated researcher to join our team at the Application Center "Connected Mobility and Infrastructure" at Technische Hochschule Ingolstadt (THI). Our research team specializes in using machine learning and computer vision to transform the field of highly automated flying systems.We are looking for a...

  • Senior Machine Learning Researcher

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Improve Your Programming Skills in Machine LearningWe are seeking exceptional candidates to write their final thesis with a focus on machine learning and reinforcement learning. Our research at the Fraunhofer Application Center addresses current and future topics of automated and cooperative driving, including urban air mobility.What You Will DoIn your...

  • Monocular Depth Estimation for Autonomous Drones using Deep Learning

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    The Fraunhofer Application Center "Connected Mobility and Infrastructure" at the Technische Hochschule Ingolstadt (THI) focuses on current and future topics of automated and cooperative driving. Diverse competences in the fields of sensor technology, communication, and artificial intelligence are combined, fostering synergies with the local industry and...

  • Monocular Depth Estimation for Autonomous Drones using Deep Learning Opportunities

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    The Fraunhofer Application Center for Connected Mobility and Infrastructure at the Technische Hochschule Ingolstadt focuses on current and future topics of automated and cooperative driving. The center combines diverse competences in the fields of sensor technology, communication, and artificial intelligence, fostering synergies with the local industry and...

  • Machine Learning Researcher for Autonomous Flying Systems

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Research Opportunities in Machine Learning for Autonomous FlyingThe Fraunhofer Application Center "Connected Mobility and Infrastructure" at Technische Hochschule Ingolstadt is seeking a highly motivated researcher to join our team and contribute to the development of machine learning algorithms for autonomous flying systems. Our research focuses on current...

  • Senior AV Field Engineer

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Integration Engineering Vollzeit

    Transforming MobilityMobileye is revolutionizing the way we drive, from preventing accidents to semi and fully autonomous vehicles. As an AV Field Engineer, you will play a crucial role in leading this revolution.Your ResponsibilitiesWork alongside development teams of a leading international automotive company.Provide direct technical support to customers,...

  • Automotive Quality Assurance Specialist for IVI System Development

    Vor 5 Tagen

    Ingolstadt, Bayern, Deutschland Snaphunt Vollzeit

    Role OverviewWe are seeking a highly skilled Automotive Quality Assurance Specialist to join our team in the development of an IVI system. This individual will be responsible for ensuring the highest quality standards in testing and verification processes.About the RoleThis is a challenging opportunity for a seasoned Test Engineer with experience in field...

  • Senior AV Field Engineer

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Integration Engineering Vollzeit

    About the RoleMobileye is transforming mobility by bringing cutting-edge, safe-by-design premium ADAS and self-driving technology to the market. As an AV Field Engineer, you will be the connecting link between Mobileye and its customers, providing technical support, analysis, and integration in the development of next-generation semi-autonomous driving...

  • Senior AV Field Engineer

    vor 3 Wochen

    Ingolstadt, Bayern, Deutschland Integration Engineering Vollzeit

    Mobileye AV Field Engineer Job DescriptionThe position involves working alongside the development teams of a leading international automotive company, providing direct technical support to customers and influencing the design and application of advanced vision-based semi-autonomous driving systems.Provide technical support to customers and collaborate with...

  • Sensor Data Fusion and Artificial Intelligence Researcher

    vor 4 Wochen

    Ingolstadt, Bayern, Deutschland Fraunhofer-Gesellschaft Vollzeit

    Join our team at the Fraunhofer Application Center "Connected Mobility and Infrastructure" and contribute to cutting-edge research in sensor data fusion and artificial intelligence. Our team focuses on current and future topics of automated and cooperative driving, combining diverse competences in sensor technology, communication, and artificial...