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2 maanden geleden
Master's Thesis in Data & AI: Exploring Interpretable Image Segmentation with Part-Prototypes
Engage in a master's thesis that merges innovation with practical application. Your mission: to connect interpretable part-prototype models with sophisticated image segmentation techniques. By investigating and developing an architecture that implements explainable methods for image segmentation, you will play a vital role in a rapidly evolving field with significant technological and societal implications. Your contributions 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 Offered
- A stimulating project within a dynamic environment
- Compensation of € 1000, or € 500 + company car, or € 600 + accommodation
- Expert mentorship
- Educational courses tailored to your graduation timeline
- Access to our academic Research Center for support
- Two vacation days each month
Responsibilities
- 65% Research Activities
- 10% Design and Implementation
- 25% Documentation and Reporting
Image segmentation involves identifying and isolating specific objects or areas of interest within images. This process can accurately extract relevant information for various applications, including human action recognition, object tracking, and background removal. When automated, image segmentation becomes a powerful asset across multiple sectors, such as medical imaging, autonomous driving, agriculture, and surveillance.
Interpretable part-prototype models have recently gained attention in computer vision. These models learn to identify prototypical components within images and utilize a decision tree-like structure to make predictions, where each step corresponds to different prototypes. This design inherently provides explanations alongside predictions.
Traditionally, image segmentation has been paired with prior image classification and object detection. Part-prototype models have primarily focused on image classification and, to a lesser extent, object detection, but 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 integrates the part-prototype approach into image segmentation.
About Info Support Research Center
We proactively address future challenges and ensure our engineers develop innovative solutions grounded in the latest scientific research. Our research community actively engages with emerging technologies in collaboration with esteemed scientists, ensuring that insights are directly applied to our operations. We are committed to knowledge sharing without limitations.
What Info Support Provides During Your Graduation Period
We offer a comprehensive package of graduation conditions with various options, including:
- A laptop and all necessary tools and development environments to effectively complete your project
- A graduation allowance, with options of: € 1000 gross per month, € 500 gross per month + company 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 at a reputable, growing, and financially stable organization
- Professional and experienced guidance, with hybrid working options
- 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 in 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 approach is defined by core values of solidity, integrity, craftsmanship, and passion, which are integral to our work and interactions. This year, we were recognized as a Top Employer in the Netherlands.
To keep our employees informed of the latest developments, Info Support maintains an in-house knowledge center dedicated to fulfilling the desire for continuous learning and skill enhancement.
Application Process
- 1. Initial Interview: After your application, we will schedule a meeting to discuss your academic background, interests, and ambitions. We will provide information about Info Support, and you can ask any questions.
- 2. Assessment: If we proceed, you will complete 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. If we reach an agreement, we will initiate the pre-employment screening and invite you for the signing process.
Meet Info Supporters
