- Head of Research Group: Dr. András HORVÁTH
- Members of the Group: Dóra Eszter BABICZ, Ákos KOVÁCS, Gergely SZABÓ, Bálint MAGYAR
- Contact: horvath.andras@itk.ppke.hu
- In the Smart Sensory Computing Lab we have a special focus on machine vision and artificial intelligence. Many aspects of our comprehensive research are related to real-life applications, such as:
- Intelligent analysis of medical images (e.g. recognizing cancer cells on microscopic images, automatic eye diagnosis using fundus cameras),
- An internally-developed face recognition-based access control system,
- Intelligent Urban Vision Systems: Which can detect and track vehicles and pedestrians in an urban environment.
- In our fundamental research, we focus primarily on a deeper understanding of the principles of learning and vision. We pay special attention to improving the generalization capabilities of learning algorithms, particularly neural networks. We draw many valuable insights from the functioning of the human nervous system, which help us develop systems that can draw accurate conclusions from a limited amount of data. Our goal is for these systems to require minimal data collection and to be able to make meaningful and reliable inferences from just a few examples.
Our developed system is capable of creating a three-dimensional model from two-dimensional ultrasound images and estimating its key parameters, such as the heart's ejection fraction.
