Natural User Interfaces in Medical Image Analysis
Cognitive Analysis of Brain and Carotid Artery Images
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Beschreibung
Although the capabilities of computer image analysis do not yet match those of the human visual system, recent developments have made great progress towards tackling the challenges posed by the perceptual analysis of images.
This unique text/reference highlights a selection of important, practical applications of advanced image analysis methods for medical images. The book covers the complete methodology for processing, analysing and interpreting diagnostic results of sample computed tomography (CT) images. The text also presents significant problems related to new approaches and paradigms in image understanding and semantic image analysis. To further engage the reader, example source code is provided for the implemented algorithms in the described solutions.
Topics and features:
- Describes the most important methods and algorithms used for image analysis, including holistic and syntactic methods
- Examines the fundamentals of cognitive computer image analysis for computer-aided diagnosis and semantic image description, introducing the cognitive resonance model
- Presents original approaches for the semantic analysis of CT perfusion and CT angiography images of the brain and carotid artery
- Discusses techniques for creating 3D visualisations of large datasets, and efficient and reliable algorithms for 3D rendering
- Reviews natural user interfaces in medical imaging systems, covering innovative Gesture Description Language technology
- Concludes with a summary of significant developments in advanced image recognition techniques and their practical applications, along with possible directions for future research
This unique text/reference highlights a selection of practical applications of advanced image analysis methods for medical images. The book covers the complete methodology for processing, analysing and interpreting diagnostic results of sample CT images. The text also presents significant problems related to new approaches and paradigms in image understanding and semantic image analysis. To further engage the reader, example source code is provided for the implemented algorithms in the described solutions. Features: describes the most important methods and algorithms used for image analysis; examines the fundamentals of cognitive computer image analysis for computer-aided diagnosis and semantic image description; presents original approaches for the semantic analysis of CT perfusion and CT angiography images of the brain and carotid artery; discusses techniques for creating 3D visualisations of large datasets; reviews natural user interfaces in medical imaging systems, including GDL technology.
Introduces an advanced cognitive approach for semantic image interpretation and computer-aided diagnosis Presents examples of 3D analyses and high quality real-time visualizations of brain and neck structures Includes an exploration of 3D volumetric data with natural user interfaces techniques Includes supplementary material: sn.pub/extras
Autor*in
Marek R. Ogiela
Themen in »Natural User Interfaces in Medical Image Analysis«
Cognitive Informatics Image Interpretation Medical Image Analysis Medical Structure Reconstruction and Visualization Natural User Interfaces Pattern Recognition