Internship | Maritime Domain Adaptation for Vision Foundation Models

Do you get excited about working with the latest and greatest computer vision research, while also working on something meaningful? At TNO Intelligent Imaging we develop and demonstrate AI algorithms for the well-being and safety of our society. With your research during this internship, you will have the opportunity to seriously advance our AI capabilities in maritime operations, by utilizing your creativity and programming skills in a passionate team of scientists. The internship focusses on the applications of large-scale pretrained foundation models to identify ships in images. The appearance of ships in camera recordings at sea may be degraded due to atmospheric effects and the typically large observation distances. The question is how we can identify the ships in such low-quality images, when the reference data consists of high-quality ship images. There may be several solutions to this challenge. A foundation model can be adapted to match images of ships across different (quality) domains, bridging the gap between high quality photographs and realistic low-quality images. Furthermore, GANs or diffusion based few-shot translation methods may be applied to make high quality images look like low quality ones. However, we also encourage you to come up with your own solutions for this challenge!

During this internship, you will investigate novel approaches to better perform image matching/identification or retrieval with foundation models across a large domain gap. You will start by studying the current state-of-the-art in foundation models, image retrieval, and domain adaptation techniques. You will then explore new methods for identification across domains, trying to improve over our existing baseline. Your insights have potential to make a real impact, and you are encouraged to write a scientific paper on your findings.

You will perform this assignment within TNO’s Intelligent Imaging department. The Intelligent Imaging department is a passionate, creative, and dedicated team of professionals (60 people) specialized in developing groundbreaking applications in the field of computer vision. Our team members have diverse backgrounds, ranging from the medical field to artificial intelligence. Intelligent Imaging is a young and growing department which has built up a lot of expertise over the past years in AI and deep learning.

You are in the final stages of your master's degree in artificial intelligence, computer science, physics, mathematics, electrical engineering, or a similar degree. Prior experience with computer vision, image analysis, programming (Python), artificial intelligence/deep learning is appreciated.

Your supervision team will consist of two experienced TNO-colleagues who are actively involved in ongoing research projects at TNO. They have experience with state-of-the-art foundation models, classical computer vision, image analysis, and artificial intelligence research, as well as supervising students in internships and graduate projects.

Please include the following practical information in your cover letter:

• whether you are looking for an internship or a graduation project,
• the preferred duration of your project (flexible in the range of 6 to 12 months),
• your desired start date (flexible, but due to the required security screening the earliest possible start date is three months after submitting your application).

You want an internship opportunity on the precursor of your career; an internship gives you an opportunity to take a good look at your prospective future employer. TNO goes a step further. It’s not just looking that interests us; you and your knowledge are essential to our innovation. That’s why we attach a great deal of value to your personal and professional development. You will, of course, be properly supervised during your work placement and be given the scope for you to get the best out of yourself. Furthermore, we provide:

• A highly professional, innovative internship environment, within a team of top experts.
• A suitable internship allowance (615 euro for wo-, hbo- and mbo-students, for a full-time internship).
• Possibility of eight hours of free leave per internship month (for a full-time internship).
• A free membership of Jong TNO, where you can meet other TNO professionals and join several activities, such as sports activities, (work-related) courses or the yearly ski-trip.
• Use of a laptop.
• An allowance for travel expenses in case you don’t receive an OV-card.

At TNO, we innovate for a healthier, safer and more sustainable life. And for a strong economy. Since 1932, we have been making knowledge and technology available for the common good. We find each other in wonder and ingenuity. We are driven to push boundaries. There is all the space and support for your talent and ambition. You work with people who will challenge you: who inspire you and want to learn from you. Our state-of-the-art facilities are there to realize your vision. What you do at TNO matters: impact makes the difference. Because with every innovation you contribute to tomorrow’s world. Read more about TNO as an employer.

At TNO we encourage an inclusive work environment, where you can be yourself. Whatever your story and whatever unique qualities you bring to the table. It is by combining our unique strengths and perspectives that we are able to develop innovations that make a real difference in society. Want to know more? Read what steps we are taking in the area of diversity, equity and inclusion.

After the first CV selection, the application process will be conducted by the concerning department. TNO will provide a suitable internship agreement. If you have any questions about this vacancy, you can contact the contact person mentioned below.

For this internship vacancy it is required that the AIVD issues a security clearance (VGB) after conducting a security screening. Take into account that this process may take about 8 weeks. If you have been abroad for more than 6 consecutive months, or if you do not have the Dutch nationality, it may take longer. Read more about security screening on the AIVD website.

Important to be aware of before applying:

• Before the start of the internship, the internship agreement from TNO needs to be signed. For students at a college or university based in the Netherlands, TNO uses the UNL-template (supplemented with a number of specific agreements from TNO). For students of foreign and MBO educational institutions, the TNO internship agreement applies. TNO does not sign any other internship agreements.
• Before the start of the internship, the educational institution will need to confirm in writing that:
  • 1) you are enrolled at the educational institution during the internship, and;
  • 2) the internship takes place as part of the programme of the study.
• The confirmation of educational institution takes place by signing the UNL template or forms prepared by TNO.
• Interns at TNO must be in possession of a Dutch residential address at the start of the internship. Performance of internship activities from abroad is not possible.