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Master's Research Opportunity in Data Science
2 maanden geleden
Master's Thesis in Data & AI: Advancing Interpretable Image Segmentation with Part-Prototypes
Engage in a master's thesis that merges cutting-edge research with practical applications. Your mission: to explore the integration of interpretable part-prototype models with sophisticated image segmentation techniques. By investigating and developing a framework that employs explainable methods for image segmentation, you will play a vital role in a rapidly evolving field with significant implications across various industries. Your findings could influence future advancements 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
- Compensation of € 1000, with options for € 500 + lease car or € 600 + 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% Analysis, Design, Implementation
- 25% Documentation and Reporting
Image segmentation involves identifying and isolating specific objects or areas of interest within images. This process can enhance the 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 a powerful asset across numerous fields, such as medical imaging, autonomous driving, agriculture, and surveillance.
Conversely, interpretable part-prototype models have emerged as a focal point in computer vision research. These models learn to identify prototypical components within images and utilize a decision tree-like approach to derive predictions, where each step corresponds to different prototypes. Consequently, part-prototype models are inherently explainable, combining prediction with interpretability.
Traditionally, image segmentation has been paired with prior image classification and object detection techniques. 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 investigate the potential of interpretable part-prototype models and to create an innovative architecture that applies the part-prototype mechanism to image segmentation tasks.
About Info Support Research Center
At Info Support, we proactively address future challenges and ensure our engineers develop state-of-the-art solutions grounded in the latest scientific research. Our research community actively engages with emerging technologies in collaboration with esteemed scientists, ensuring that insights are seamlessly integrated into our operations. 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 choices of: € 1000 gross per month, € 500 gross per month + lease car with fuel card, or € 600 gross per month + accommodation
Throughout your graduation internship, you will be integrated into one of our business units and our Research Center, providing you with valuable insights into our projects and research initiatives.
Additionally, Info Support offers:
- A challenging master's thesis within a reputable, growing, and financially stable organization
- Professional and experienced guidance, with options for hybrid working
- A comprehensive graduation program featuring training sessions, knowledge evenings, project visits, and team-building activities
- Opportunities to experiment with new products and releases in the pre-release phase
- 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, data/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 operational philosophy is rooted in core values: solidity, integrity, craftsmanship, and passion, which are reflected in our work and interactions. This year, we were 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 dedicated to fostering continuous learning and skill enhancement.
Recruitment Process
- 1. Introductory Meeting - After your application, we will schedule a meeting to discuss your academic background, interests, and aspirations, while providing insights about Info Support.
- 2. Assessment - If we proceed, you will undertake an assessment of your professional knowledge and personality traits.
- 3. Selection Interview - We will arrange a selection interview to delve deeper into your professional expertise and personality.
- 4. Contract Signing - If all goes well, you will receive a contract offer. Upon mutual agreement, we will initiate the pre-employment screening and invite you for the signing moments.
Meet Info Supporters