The International Master Program in Image Processing and Computer Vision provides specialized training in a field of increasing importance in our daily lives. It is essential in domains such as medicine, surveillance, industrial control, remote sensing, e-commerce and automation. The program covers a wide range of methods in computer vision thus guaranteeing highly-qualified graduates in this field. Three partner universities, with internationally recognized experience in these domains, have pooled their complementary expertise and developed this international postgraduate cooperation initiative.
The result is a high-quality, strongly recognized, triple Master degree that respects the 120 ECTS syllabus, and is well adapted to job market criteria. In order to benefit from the knowledge of these three partner universities and their professors, students spend an entire semester in each university.
All students follow the same curriculum with some optional courses. The program is organized as follows:
Semester 1: PPCU, Budapest, Hungary
Semester 2: UAM, Madrid, Spain
Semester 3: UBx, Bordeaux, France
Semester 4: Internship in academic or industry laboratory
After graduation, students have access to career opportunities such as engineers or further research as PhD students.
Their educational background makes them attractive candidates for companies in the following areas: E-commerce, Medical imaging, Personal assistance, Automation, Industrial control, Security, Post-production, Remote sensing, Software publishing.
Application period/deadline: November 1, 2017 - January 24, 2018
• Interdisciplinary knowledge in medical and health technologies from theoretical and practical perspective
• Capability to design and implement biomedical measurement systems and health applications, and process multimodal biomedical signals and images
• Opportunity to modify personal study profile according to your professional interests
The applicant can select from the two alternatives. Degrees to be obtained:
(1) Master of Health Sciences, with focus on biomechanics, medical imaging and health technology applications
(2) Master of Science (Technology), with focus on biomedical signal and image processing, machine learning, and measurement and analysis of biomedical data
The International Master’s Degree Programme in Biomedical Engineering (BME) is a two-year interdisciplinary programme focusing on biomechanics and medical imaging as well as biomedical signal and image processing. The programme will give you relevant skills and core knowledge of the latest methods, tools and technologies combined with issues such as:
• Anatomy and physiology
• Biomedical measurements
• Medical physics and imaging techniques
• Biomedical signal and image processing
• Machine learning
• Health technology applications
Finland has impressive health technology industry and its health care system is worldwide known. University of Oulu and the OuluHealth innovation ecosystem offer an excellent platform for research and development (R&D). The BME program is organized by internationally recognized high-quality research groups in close collaboration with the Oulu University Hospital. The program and the international research groups have also cooperation with other health care organizations and health technology industry.
Master graduate from the BME program typically works in different expert duties in industry, research, education, and health care. He/she may work e.g. as designer, developer, researcher, service provider, or entrepreneur. Typically the tasks involve strong international perspective.
Occupational profiles of the graduates:
• Developing and testing products in the industry as well as marketing and post-marketing support and managerial tasks
• Research, education, and specialist duties in academia and research institutes
• Consulting on the use and procurement of products, evaluation of performance, maintenance, customization of appliances to clinical and research needs in health care units
• Public official tasks related to the quality control, and management, and establishment of safety standards
Students applying for the programme must possess an applicable B.Sc. degree in biomedical engineering, biophysics, physics, computer engineering, computer science, information technology, electrical engineering, control engineering, mechanical engineering, or other related fields.
Image and signal processing affect our daily lives in an ever-increasing way. Participate in designing this fascinating technology and shape IT‘s future function in business and society. Today‘s networked devices for image and signal generation provide a historically unmatched volume of raw data for automated decision making and control systems. The demands are high: How can we design new tools and software in order to best distil useful information? A lot of interesting research and development projects in the private and the public sectors are calling for your expertise. Alternatively, this degree will open career tracks in universities and research labs.
The international Joint Degree Master Programme„Applied Image and Signal Processing“ is conducted in English. The standard period of study is four semesters. The full program is worth a total of 120 points according to the ECTS (European Credit Transfer and Accumulation System). The academic degree of „Master of Science in Engineering“ (MSc) will be awarded upon successful completion of the programme.
From Theory to Practice (Curriculum)
The first semester is devoted to a concise study of the theoretical basis, the mathematical models and the algorithms used in image and signal processing. The second semester additionally focuses on geometric modelling, audio processing and digital media formats. Starting with the third semester, specific application scenarios are discussed and corresponding technologies are investigated in a number of elective courses.
Choose your Elective Courses
The elective courses comprise medical imaging, platform specific signal processing, data science, biometric systems, media security, computational geometry and machine learning.
Apply your Scientific Knowledge
In the third semester, students also start research on their master thesis and acquire profound IT-project management skills. The fourth semester is dedicated to the completion of the master thesis. An accompanying master seminar provides a forum for presenting and defending one‘s approach to a solution and the results obtained, i.e., for scientific discourse with faculty and peers.
Modules & Competences
This Joint Degree Master Programme is designed to provide students with an in-depth professional and scientific training. Based on appropriate prior bachelor studies, this programme offers a thorough technical training in conjunction with research-driven teaching. It will make the participants familiar with introductory and advanced-level topics in the fields of image and signal processing, their formal and methodical basics, and with diverse fields of application. The sound knowledge and skills acquired in this programme qualify the alumni for diverse practical challenges in their professional work and empower them to contribute to future innovations in image and signal processing. A master thesis serves as a documentary proof of the student‘s ability to tackle scientific problems successfully on his or her own and to come up with a result that is correct with regards to contents and methodology. Furthermore the publication of Master Thesis is intended. Thus, this programme also paves the road to subsequent work in science and technology.
If you are interested in medical imaging and highly sophisticated ways of assisting in diagnostics visually the medical imaging programme comes from a long heritage of major world innovation which was led by research at Aberdeen. Did you know researchers at Aberdeen invented the first MRI scanner (Magnetic Resonance Imaging) for instance? Since this time much has been done to further work on the MRI scanner and deliver some of the most advanced forms of body visualisation tools available to the health area. If you have ever wondered how X rays work or you are interested in the latest radiotherapy techniques to provide therapeutic tools from radiographic equipment and advances this programme not only gives you the theory and practice in applying imaging in a health setting, it also gives you opportunities to think about the technologies involved and the applications. There is a lot of Physics and Maths required behind the different technologies involved in medical imaging so if you have these subjects and a life science background plus engineering or similar science disciplines this will make the programme more accessible.
By the end of the MSc programme you will have received a thorough academic grounding in Medical Imaging, been exposed to the practice of Medical Imaging in a hospital Department, and carried out a short research project. The MSc programme is accredited by the Institute of Physics & Engineering in Medicine as fulfilling part of the training requirements for those wishing to work in the NHS. There are wide ranging career possibilities after graduation. You may wish to go straight into clinic settings to apply your skills within diagnostics or you may wish to study further for a PhD towards teaching or researching. There have also been spin out companies as a result of understanding and applying imaging technologies towards innovative applications. This subject also aligns with some major innovations in Photonics and other areas of medical science which you may like to explore further if you are interested in invention and innovation at the Scottish Innovation Centres: http://www.innovationcentres.scot/
Find out more detail by visiting the programme web page
Find out about fees
*Please be advised that some programmes have different tuition fees from those listed above and that some programmes also have additional costs.
Find out more about:
Medical imaging is a rapidly-growing discipline within the healthcare sector, involving clinicians, physicists, computer scientists and those in IT industries.
This programme delivers the expertise you'll need to forge a career in medical imaging, including radiation physics, image processing, biology, computer vision, pattern recognition, artificial intelligence and machine learning.
This programme is studied full-time over 12 months and part-time over 48 months. It consists of eight taught modules and an extended project.
Example module listing
The following modules are indicative, reflecting the information available at the time of publication. Please note that not all modules described are compulsory and may be subject to teaching availability and/or student demand.
To support your learning, we hold regular MSc group meetings where any aspect of the programme, technical or non-technical, can be discussed in an informal atmosphere. This allows you to raise any problems that you would like to have addressed and encourages peer-based learning and general group discussion.
We provide computing support with any specialised software required during the programme, for example, Matlab.
The Department’s student common room is also covered by the university’s open-access wireless network, which makes it a very popular location for individual and group work using laptops and mobile devices. There is also a Faculty quiet room for individual study.
We pride ourselves on the many opportunities that we provide to visit collaborating hospitals. These enable you to see first-hand demonstrations of medical imaging facilities and to benefit from lectures by professional practitioners.
To support material presented during the programme, you will also undertake a selection of ultrasound and radiation detection experiments, hosted by our sister MSc programme in Medical Physics.
The taught postgraduate Degree Programmes of the Department are intended both to assist with professional career development within the relevant industry and, for a small number of students, to serve as a precursor to academic research.
Our philosophy is to integrate the acquisition of core engineering and scientific knowledge with the development of key practical skills (where relevant).
To fulfil these objectives, the programme aims to:
Medical Imaging is a rapidly growing discipline within the healthcare sector, incorporating engineers, physicists, computer scientists and clinicians. It is driven by the recent rapid development of 3-D Medical Imaging Systems, fuelled by an exponential rise in computing power.
New methods have been developed for the acquisition, reconstruction, processing and display of digital medical-image data with unprecedented speed, resolution and contrast.
This programme in Medical Imaging is aimed at training graduates for careers in this exciting multi-disciplinary area, and our graduates can expect to find employment in the medical imaging industry or the public health care sector.
It represents a blend of fundamental medical physics topics concerned with image acquisition and reconstruction coupled with imaging science and image engineering topics such that graduates understand how images are formed and how advanced machine-based methods can be bought to bare to provide new diagnostic information.
We often give our students the opportunity to acquire international experience during their degrees by taking advantage of our exchange agreements with overseas universities.
In addition to the hugely enjoyable and satisfying experience, time spent abroad adds a distinctive element to your CV.