Project information
Moderní metody rozpoznávání pro analýzu obrazových dat v neuropsychiatrickém výzkumu
- Project Identification
- NS10347
- Project Period
- 7/2009 - 12/2011
- Investor / Pogramme / Project type
-
Ministry of Health of the CR
- Departmental Programme of Research and Development - MH II from 2008 to 2011
- MU Faculty or unit
- Institute of Biostatistics and Analyses
- Keywords
- image processing, computational neuroanatomy, deformable registration, pattern recognition, MRI
Creation of authorized software usable in clinical practice for computer diagnosis of neuropsychiatric disorders of MRI brain images. The project proposal is based on experience with existing software packages that are currently used in the neuroimaging community and on its own methodology to evaluate brain morphology in first episode schizophrenia. Planned software, which is the main subject of the project will link together the complex processing and analysis methods for 3-D MRI brain images, followed by an evaluation apparatus based on the methods of recognition and machine learning. This will provide a new tool for automated analysis of image data in the field of computational neuroanatomy, which unlike existing methods, VBM and DBM in addition to the conventional comparison of patient populations and healthy controls, a new type of evaluation of classification, even in the case of individual subject analysis.
Results
The main expected outcome is an authorized software usable in clinical practice for computer diagnosis of neuropsychiatric disorders. It is also expected the publishing of the results in impact journals
Publications
Total number of publications: 15
2010
-
Schizophrenia Classification Using Spatial Warps of MRI Brain Images
Analysis of Biomedical Signals and Images, Biosignal-Brno, year: 2010
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Two different approaches to small sample size - a common problem in MRI-based studies
Year: 2010, type: Conference abstract
2009
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Automatic Classification of 3-D MRI Data Sets With the Use of 2DPCA in the Schizophrenia Research
Year: 2009, type: Conference abstract
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Classification of 3-D MRI Images Based on Spatial Deformations in The Schizophrenia Research
Technical Compuning Prague 2009, 17th Annual Conference Proceedings, year: 2009
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Methods for Nonlinear Intersubject Registration in Neuroscience
Recent Advances in Signal Processing, edition: Vyd. 1, year: 2009, number of pages: 20 s.