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Master's Thesis Opportunity in Data Science

2 maanden geleden


Veenendaal, Utrecht, Nederland Info Support Voltijd

Master's Thesis in Data & AI: Exploring Interpretable Image Segmentation with Part-Prototypes

Engage in a master's thesis that merges cutting-edge research with practical applications. Your objective will be to connect interpretable part-prototype models with sophisticated image segmentation techniques. By investigating and developing an architecture that employs explainable methods for image segmentation, you will make significant contributions to a rapidly evolving field with extensive implications across various industries. Your findings could influence future innovations in critical areas such as healthcare, autonomous systems, and security.

Required Interests

  • Computer Vision
  • Explainable AI (XAI)
  • Object Detection
  • Image Segmentation

Benefits of the Position

  • A stimulating project within a dynamic environment
  • Monthly compensation of € 1000, or € 500 plus a lease vehicle, or € 600 with accommodation
  • Expert mentorship
  • Access to courses tailored for your graduation period
  • Support from our academic Research Center
  • Two vacation days each month

Responsibilities

  • 65% Research Activities
  • 10% Analyze, Design, Implement
  • 25% Documentation and Reporting

Image segmentation is a crucial process for identifying and isolating specific objects or areas of interest within images. This technique allows for the precise extraction of relevant information, which can be utilized for various applications, including human action recognition, object tracking, and background removal. When automated, image segmentation becomes an invaluable asset across multiple sectors, such as medical imaging, autonomous driving, agriculture, and surveillance.

Conversely, interpretable part-prototype models have emerged as a significant focus in computer vision research. These models learn to identify prototypical components within images and utilize a decision tree-like framework to derive their predictions, where each step corresponds to different prototypes. This inherent explainability allows part-prototype models to provide both predictions and rationales.

Traditionally, image segmentation has been integrated with prior image classification and object detection tasks. While part-prototype models have primarily been applied to image classification and, to a lesser extent, object detection, their application in object segmentation remains largely unexplored in public research.

Project Objective

The aim of this project is to explore the potential of interpretable part-prototype models and to create a novel architecture that applies the part-prototype mechanism to image segmentation tasks.

About Info Support Research Center

At Info Support, we anticipate future challenges and ensure our engineers develop innovative solutions based on the latest scientific advancements. Our research community actively engages with emerging technologies in collaboration with esteemed scientists, ensuring that insights from research teams are directly applied to our business practices. We are committed to knowledge sharing without restrictions.

What Info Support Offers During Your Graduation Period

We provide an excellent package of graduation conditions with various options, including:

  • A laptop and all necessary tools and development environments to successfully complete your project
  • A graduation allowance, with options of: € 1000 gross per month, € 500 gross per month plus a lease vehicle with a fuel card, or € 600 gross per month plus accommodation

During your graduation internship, you will be integrated into one of our business units and our Research Center, giving you valuable insights into ongoing projects and research initiatives.

Additionally, Info Support provides:

  • A challenging master's thesis within a stable, growing, and financially sound organization
  • Professional and experienced guidance, with flexible working arrangements
  • A graduation program featuring training sessions, knowledge-sharing events, project visits, and team-building activities
  • Opportunities to experiment with new products and releases in pre-release phases
  • Collaborative brainstorming sessions with fellow graduates and passionate IT colleagues
  • Potential for a permanent position within our IT Top Traineeship program

About Info Support

Info Support specializes in custom software development, data and AI solutions, management, and training, serving sectors such as Finance, Industry, Agriculture, Food & Retail, Mobility & Public, and Healthcare. We deliver robust and innovative solutions for complex software challenges. Our headquarters are located in Veenendaal (NL) and Mechelen (BE), employing approximately 500 professionals.

Our working philosophy is grounded in core values: solidity, integrity, craftsmanship, and passion, which are integral to our operations and interactions. This year, we have been recognized as a Top Employer in the Netherlands.

To keep our employees updated with the latest developments, Info Support maintains an in-house knowledge center that caters to the continuous pursuit of knowledge and skill enhancement.

Application Process

  • 1. Initial Meeting: After your application, we will schedule a discussion to review your academic background, interests, and aspirations, while providing insights about Info Support.
  • 2. Assessment: If you progress, you will complete an assessment evaluating your professional knowledge and personality traits.
  • 3. Selection Interview: A deeper selection interview will follow, focusing on your professional expertise and personal attributes.
  • 4. Contract Signing: If all goes well, you will receive a contract offer. Upon agreement, we will initiate the pre-employment screening and invite you for the signing process.

Meet Info Supporters