Envisioning information
A circle-detection algorithm simulating wave propagation
Machine Vision and Applications
The nature of statistical learning theory
The nature of statistical learning theory
Robust and Efficient Detection of Salient Convex Groups
IEEE Transactions on Pattern Analysis and Machine Intelligence
Probabilistic Multiscale Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Image-guided decision support system for pathology
Machine Vision and Applications
Medical Image Analysis: Progress over Two Decades and the Challenges Ahead
IEEE Transactions on Pattern Analysis and Machine Intelligence
Perspectives on systems biology
New Generation Computing
Handbook of medical imaging
Auditory Display: Sonification, Audification, and Auditory Interfaces
Auditory Display: Sonification, Audification, and Auditory Interfaces
Color Sequences for Univariate Maps: Theory, Experiments and Principles
IEEE Computer Graphics and Applications
IEEE Computer Graphics and Applications
Presenting information in sound
CHI '82 Proceedings of the 1982 Conference on Human Factors in Computing Systems
Morphological Segmentation of Histology Cell Images
ICPR '00 Proceedings of the International Conference on Pattern Recognition - Volume 1
An introduction to variable and feature selection
The Journal of Machine Learning Research
Information Visualization: Perception for Design
Information Visualization: Perception for Design
Computer-aided detection of breast cancer nuclei
IEEE Transactions on Information Technology in Biomedicine
Tactical audio and acoustic rendering in biomedical applications
IEEE Transactions on Information Technology in Biomedicine
A neural classifier enabling high-throughput topological analysis of lymphocytes in tissue sections
IEEE Transactions on Information Technology in Biomedicine
Machine learning for medical diagnosis: history, state of the art and perspective
Artificial Intelligence in Medicine
Image statistics and data mining of anal intraepithelial neoplasia
Pattern Recognition Letters
Evaluation of glyph-based multivariate scalar volume visualization techniques
Proceedings of the 6th Symposium on Applied Perception in Graphics and Visualization
Mineral identification using color spaces and artificial neural networks
Computers & Geosciences
Multiclass detection of cells in multicontrast composite images
Computers in Biology and Medicine
Visualization of high-dimensional biomedical image data
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Wiimote-controlled stereoscopic MRI visualization with sonic augmentation
Futureplay '10 Proceedings of the International Academic Conference on the Future of Game Design and Technology
Hi-index | 0.00 |
In recent years, multivariate imaging techniques are developed and applied in biomedical research in an increasing degree. In research projets and in clinical studies as well m-dimensional multivariate images (MVI) are recorded and stored to databases for a subsequent analysis. The complexity of the m-dimensional data and the growing number of high throughput applications call for new strategies for the application of image processing and data mining to support the direct interactive analysis by human experts. This article provides an overview of proposed approaches for MVI analysis in biomedicine. After summarizing the biomedical MVI techniques the two level framework for MVI analysis is illustrated. Following this framework, the state-of-the-art solutions from the fields of image processing and data mining are reviewed and discussed. Motivations for MVI data mining in biology and medicine are characterized, followed by an overview of graphical and auditory approaches for interactive data exploration. The paper concludes with summarizing open problems in MVI analysis and remarks upon the future development of biomedical MVI analysis.