Image-based visualization: interactive multidimensional data exploration
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
[San Rafael, California]
Morgan & Claypool Publishers
[2015]
|
| Schriftenreihe: | Synthesis lectures on visualization
#4 |
| Schlagworte: | |
| Online-Zugang: | UBR01 FHI01 Volltext Inhaltsverzeichnis |
| Beschreibung: | 1 Online-Ressource (xvii, 111 Seiten) Illustrationen, Diagramme |
| DOI: | 10.2200/S00688ED1V01Y201512VIS006 |
Internformat
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Datensatz im Suchindex
| _version_ | 1804177460793704448 |
|---|---|
| adam_text | Titel: Image-based visualization
Autor: Hurter, Christophe
Jahr: 2015
Contents
Introduction........................................................ 1
1.1 Image-based Visualization ........................................ 1
1.1.1 Definition .............................................. 3
1.2 Image-based Algorithm Opportunities .............................. 3
1.3 The Information Visualization Pipeline and Its Extension ............... 4
1.4 GPGPU Usages to Address Scalability Issues ......................... 5
1.4.1 GP/GPU Technique and History............................ 5
1.4.2 Image-based and the Graphic Card .......................... 6
1.5 Data Types .................................................... 8
1.5.1 Time-Dependent Data .................................... 8
1.5.2 Movement Data ......................................... 9
1.5.3 Graph Data............................................. 9
1.6 Book Roadmap ................................................ 9
Motivating Example................................................. 11
2.1 Visualization Evaluation ........................................ 11
2.2 Application Domain ........................................... 12
2.2.1 Instance of Design Evaluation: The Radar Comet .............. 13
2.3 The Card and Mackinlay Model Irnprovements ...................... 15
2.4 Characterization or Data Exploration Tool .......................... 17
2.5 FromDaDy: From Data to Display ................................ 19
2.6 Conclusion ................................................... 21
Data Density Maps................................................. 23
3.1 Kernel Density Estimation: An Image-based Technique ............... 24
3.1.1 GPU Implementation .................................... 25
3.2 Interaction Techniques.......................................... 26
3.2.1 Brushing Technique ..................................... 26
3.2.2 Brushing Technique with Density Maps ..................... 27
3.2.3 Brushing Technique with 3D Volumes....................... 29
3.2.4 Interactive Lighting Direction ............................. 30
3.2.5 Density Maps as Data Sources ............................. 31
3.3 Application Domains ........................................... 33
3.3.1 Pattern Detection ....................................... 33
3.3.2 Exploration of Aircraft Proximity........................... 35
3.3.3 Exploration of Gaze Recording ............................ 36
3.4 Conclusion ................................................... 37
Edge Bundling..................................................... 39
4.1 SBEB: Skeleton-based Edge Bundling ............................. 40
4.2 KDEEB: Kernel Density Edge Bundling ........................... 42
4.3 Dynamic KDEEB ............................................. 43
4.4 3D DKEEB .................................................. 44
4.5 Directional KDEEB ........................................... 45
4.6 Edge Bundling Generalization ................................... 48
4.7 Density Compatibiiity .......................................... 49
4.8 Proposal to Improve Bundling Techniques .......................... 51
4.9 Conclusion ................................................... 53
Animation with Large Datasets........................................ 55
5.1 Animation between Dual Frames ................................. 55
5.1.1 Rotation to Support Dual Scatterplot Layout ................. 56
5.1.2 Animation between an Image and its Histogram ............... 56
5.1.3 Interpolation between Two Views with Large Dataset .......... 58
5.1.4 The Animation as a Tool to Detect Outliers .................. 61
5.2 Animated Particles ............................................. 64
5.2.1 Particle System Requirements ............................. 68
5.3 Distortions ................................................... 69
5.3.1 2D Lens Distortion ..................................... 69
5.3.2 3D Lens Distortion ..................................... 71
5.3.3 Bundled Distortion ...................................... 74
5.3.4 Obstacle Avoidance ..................................... 75
5.3.5 Casual Info Vis: Free Distortion, Transmogrification ............ 76
5.4 Conclusion ................................................... 77
Research Outlook and Vision......................................... 79
6.1 Graphic Cards and Raster Map ................................... 79
6.1.1 The Physics of Light is a Rendering Process with Modern
Graphic Cards.......................................... 79
6.1.2 Data Exploration and Manipulation with Image-based
Techniques ............................................ 80
6.1.3 Raster Data Inaccuracy ................................... 81
6.2 Future Challenges ............................................. 82
6.2.1 Edge Bundimg ......................................... 83
6.2.2 Distortion: Point Cloud Display............................ 87
6.3 Image-based Algorithm in Application Domains ..................... 88
6.3.1 Eye Tracking ........................................... 89
6.3.2 Image Processing: Skin Cancer Investigation .................. 91
6.3.3 Cognitive Maps and Alzheimer Disease ..................... 92
6.4 Conclusion ................................................... 93
Bibliography....................................................... 97
Author Biography...................................................111
|
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| indexdate | 2024-07-10T07:48:26Z |
| institution | BVB |
| language | English |
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| spelling | Hurter, Christophe Verfasser (DE-588)1113114126 aut Image-based visualization interactive multidimensional data exploration Christophe Hurter [San Rafael, California] Morgan & Claypool Publishers [2015] © 2016 1 Online-Ressource (xvii, 111 Seiten) Illustrationen, Diagramme txt rdacontent c rdamedia cr rdacarrier Synthesis lectures on visualization #4 Visualisierung (DE-588)4188417-6 gnd rswk-swf Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd rswk-swf Visualisierung (DE-588)4188417-6 s Mensch-Maschine-Kommunikation (DE-588)4125909-9 s DE-604 Erscheint auch als Druckausgabe 978-1-62705-758-5 Synthesis lectures on visualization #4 (DE-604)BV044274630 4 https://doi.org/10.2200/S00688ED1V01Y201512VIS006 Verlag URL des Erstveröffentlichers Volltext HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029679235&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Hurter, Christophe Image-based visualization interactive multidimensional data exploration Synthesis lectures on visualization Visualisierung (DE-588)4188417-6 gnd Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd |
| subject_GND | (DE-588)4188417-6 (DE-588)4125909-9 |
| title | Image-based visualization interactive multidimensional data exploration |
| title_auth | Image-based visualization interactive multidimensional data exploration |
| title_exact_search | Image-based visualization interactive multidimensional data exploration |
| title_full | Image-based visualization interactive multidimensional data exploration Christophe Hurter |
| title_fullStr | Image-based visualization interactive multidimensional data exploration Christophe Hurter |
| title_full_unstemmed | Image-based visualization interactive multidimensional data exploration Christophe Hurter |
| title_short | Image-based visualization |
| title_sort | image based visualization interactive multidimensional data exploration |
| title_sub | interactive multidimensional data exploration |
| topic | Visualisierung (DE-588)4188417-6 gnd Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd |
| topic_facet | Visualisierung Mensch-Maschine-Kommunikation |
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