An old English adage says "a picture is worth a 1,000 words", meaning that complex ideas are often easier to convey visually. This lecture is about the craft of creating informative images from data. Starting from the basics of the human visual perception, we will learn how visualizations are designed for explorative, communicative or confirmative purposes. We will see how data can be classified, allowing us to develop algorithms that apply to a wide range of application domains.
The lecture covers the following topics:
- data abstraction (data types, data set types, attribute types),
- perception and mapping (marks and channels, effectiveness, pre- attentive vision, color maps),
- task abstraction and validation (actions and targets),
- information visualization tools (HTML, CSS, JavaScript, React, D3),
- information visualization methods (tabular data, networks, trees),
- scientific visualization methods (volume rendering and particle visualization),
- scientific visualization tools (VTK, ParaView),
- view manipulation (navigation, selection, multiple views),
- data reduction (filtering, agreggation, focus and context),
- lies in visualization (human biases and rules of thumb),
- applications (deep learning, medical visualization, optimization)
The lecture is accompanied by exercises. Theoretical exercises concentrate on the classification of data and the design and analysis of visualizations, while programming exercises using web-based technologies give examples of their implementation.
Semester
Wintersemester 2022/2023
Lehrenden
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Nur für Portal
aktualisiert
2022-10-31 21:49:54
Abonnements
13
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# 0Nur für PortalLivestream - VisualizationProf. Dr. Tobias Günther2022-10-24 Wintersemester 2022/20230Livestream - VisualizationProf. Dr. Tobias Günther2022-10-24 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 1Nur für PortalIntroductionProf. Dr. Tobias Günther2022-10-24 Wintersemester 2022/20231IntroductionProf. Dr. Tobias Günther2022-10-24 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 2Nur für PortalData AbstractionProf. Dr. Tobias Günther2022-10-31 Wintersemester 2022/20232Data AbstractionProf. Dr. Tobias Günther2022-10-31 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 3Nur für PortalPerception & MappingProf. Dr. Tobias Günther2022-11-07 Wintersemester 2022/20233Perception & MappingProf. Dr. Tobias Günther2022-11-07 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 4Nur für PortalTask Abstraction & ValidationProf. Dr. Tobias Günther2022-11-14 Wintersemester 2022/20234Task Abstraction & ValidationProf. Dr. Tobias Günther2022-11-14 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 5Nur für PortalInformation Visualization ToolsProf. Dr. Tobias Günther2022-11-21 Wintersemester 2022/20235Information Visualization ToolsProf. Dr. Tobias Günther2022-11-21 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 6Nur für PortalInformation Visualization MethodsProf. Dr. Tobias Günther2022-11-28 Wintersemester 2022/20236Information Visualization MethodsProf. Dr. Tobias Günther2022-11-28 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 7Nur für PortalScientific Visualization MethodsProf. Dr. Tobias Günther2022-12-05 Wintersemester 2022/20237Scientific Visualization MethodsProf. Dr. Tobias Günther2022-12-05 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 8Nur für PortalScientific Visualization ToolsProf. Dr. Tobias Günther2022-12-12 Wintersemester 2022/20238Scientific Visualization ToolsProf. Dr. Tobias Günther2022-12-12 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 9Nur für PortalView ManipulationProf. Dr. Tobias Günther2022-12-19 Wintersemester 2022/20239View ManipulationProf. Dr. Tobias Günther2022-12-19 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 10Nur für PortalData ReductionProf. Dr. Tobias Günther2023-01-09 Wintersemester 2022/202310Data ReductionProf. Dr. Tobias Günther2023-01-09 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 11Nur für PortalLies in Visualization & Rules of ThumbProf. Dr. Tobias Günther2023-01-16 Wintersemester 2022/202311Lies in Visualization & Rules of ThumbProf. Dr. Tobias Günther2023-01-16 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 12Nur für PortalOptimization Problems & Deep LearningProf. Dr. Tobias Günther2023-01-23 Wintersemester 2022/202312Optimization Problems & Deep LearningProf. Dr. Tobias Günther2023-01-23 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 13Nur für PortalMedical VisualizationProf. Dr. Tobias Günther2023-01-30 Wintersemester 2022/202313Medical VisualizationProf. Dr. Tobias Günther2023-01-30 Wintersemester 2022/2023Nur für PortalGesperrt clip
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# 14Nur für PortalSummaryProf. Dr. Tobias Günther2023-02-06 Wintersemester 2022/202314SummaryProf. Dr. Tobias Günther2023-02-06 Wintersemester 2022/2023Nur für PortalGesperrt clip