N. Petkov

Nicolai Petkov


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News

Russian roulette training.
Ground truth for vascular bifurcations in retinal fundus images.


Research

Brain-inspired computer vision, pattern recognition and machine learning

This research concerns computer simulations of the visual system of the brain and development of brain-inspired computer vision, pattern recognition and machine learning algorithms.

A neural mechanism in areas V1 and V2 of visual cortex, known as surround suppression or non-classical receptive field inhibition, gave inspiration for a texture suppression algorithm that improves the detection of object contours in cluttered scenes. more...
An algorithm inspired by the function of a specific type of shape-slective neuron in area V4 of visual cortex is very effective in the detection of vascular bifurcations in retinal fundus images. more...


Computer applications in medicine, health care and life sciences

Content-based image retrieval and expert systems for dermatology
In a joint project with the Department of Dermatology of the University Medical Center Groningen and the Netherlands Association for Dermatology and Vennerology we develop an automatic diagnosis support system that deploys content-based image retrieval and other intelligent systems techniques.

Pattern recognition in ophthamology
Retinal funds images give a unique opportunity to take a non-invasive look at the state of the vascular system of people. The analysis of the retinal vascular tree can reveal increased risks for cardio-vascular diseases. We replace a tedious manual process by automatic computer analysis. more...

Computer support for schizophrenic patients
In a joint project with the group Distributed Systems and the Department of Psychiatry we create a system that will help schizophrenic patients and their families.


Computers for artistic expression and creative industries

We want to help people express themselves artistically - you only need a digital camera and a computer program, try these:

Water color more... Van Gogh more 1... more 2... more 3...


Parallel computing

In the past, my research concerned the development of systolic algorithms. I wrote two monographs on this topic.


Publications

Best cited | Books | Editted books | Journals | Conferences | Chapters in books and other publications | Programs and image data sets


Vacancies

There are no vacant positions under my supervision at this moment. If you have pre-secured a fellowship/scholarship/studentship paying your own salary or intend to apply for one, then we have room for externally funded PhD students or visiting scientists.


Last changed: 2011-12-30.