Research Topics - Department of Data Science and Visualization | Faculty of Informatics

3D modeling and printing

• Development and printing of models with specialized geometries for research support
• Education and science communication in related fields

Data science

• Machine learning, including:
  • resource optimization,
  • deep learning architecture design,
  • sampling strategy development,
  • hyperparameter optimization
• Big data processing
• Ensemble systems investigation
• Applied artificial intelligence (autonomous vehicles, clinical screening systems)

Data visualization

• Visualization of genomic data
• Visualization of GIS data
  • Web-based visualization of GIS data (KML)
  • Development of GIS applications (ArcGIS, AutoCAD, QGIS)
  • Inhomogeneous network topologies
• Visualization of typing patterns
• Enhancement and extension of Circos data visualization tools
• Visualization of puzzle-solving strategies

Human-computer interaction

• Development of gesture-controlled applications
• MPEG-4 compliant talking avatars

Medical and biological image processing

• Automated analysis of retinal images
• Supporting the evaluation of endoscopic images
• Automated analysis of cytological smears
• Automated analysis of immunohistochemically stained tissue sections
• Detection of melanoma in dermatological images
• General cell detection and segmentation

Computer graphics

• Vision-realistic rendering
• Efficient lens flare rendering

Computer-aided geometric modeling

• Non-control-point-based curve and surface modeling methods
• Cage-based deformation techniques
• Isoptic curves and surfaces