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Linearizing the Plenoptic Space
- Source :
- Light Fields for Computer Vision, Light Fields for Computer Vision, Jul 2017, Honolulu, United States. pp.1714-1725, ⟨10.1109/CVPRW.2017.218⟩, CVPR Workshops
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- International audience; The plenoptic function, also known as the light field or the lumigraph, contains the information about the radiance of all optical rays that go through all points in space in a scene. Since no camera can capture all this information, one of the main challenges in plenoptic imaging is light field reconstruction, which consists in interpolating the ray samples captured by the cameras to create a dense light field. Most existing methods perform this task by first attempting some kind of 3D reconstruction of the visible scene. Our method, in contrast, works by modeling the scene as a set of visual points, which describe how each point moves in the image when a camera moves. We compute visual point models of various degrees of complexity, and show that high-dimensional models are able to replicate complex optical effects such as reflection or refraction, and a model selection method can differentiate quasi-Lambertian from non-Lambertian areas in the scene.
- Subjects :
- ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
02 engineering and technology
Iterative reconstruction
ACM: I.: Computing Methodologies/I.3: COMPUTER GRAPHICS/I.3.3: Picture/Image Generation
ACM: I.: Computing Methodologies/I.4: IMAGE PROCESSING AND COMPUTER VISION/I.4.10: Image Representation
01 natural sciences
Computer graphics (images)
0202 electrical engineering, electronic engineering, information engineering
ACM: I.: Computing Methodologies/I.4: IMAGE PROCESSING AND COMPUTER VISION/I.4.1: Digitization and Image Capture/I.4.1.1: Imaging geometry
Point (geometry)
Computer vision
0101 mathematics
Mathematics
ComputingMethodologies_COMPUTERGRAPHICS
business.industry
Model selection
3D reconstruction
[INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]
Refraction
Visualization
010101 applied mathematics
Reflection (mathematics)
020201 artificial intelligence & image processing
Artificial intelligence
business
Light field
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Light Fields for Computer Vision, Light Fields for Computer Vision, Jul 2017, Honolulu, United States. pp.1714-1725, ⟨10.1109/CVPRW.2017.218⟩, CVPR Workshops
- Accession number :
- edsair.doi.dedup.....81647d6c0d8e71f4338bc5f1f603df78
- Full Text :
- https://doi.org/10.1109/CVPRW.2017.218⟩