Object-based digital hologram segmentation and motion compensation
| Autor: | Raees Kizhakkumkara Muhamad, Peter Schelkens, David Blinder, Tobias Birnbaum, Colas Schretter, Athanasia Symeonidou |
|---|---|
| Přispěvatelé: | Faculty of Engineering, Electronics and Informatics |
| Jazyk: | angličtina |
| Rok vydání: | 2020 |
| Předmět: |
Computer science
Holography ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION 02 engineering and technology 01 natural sciences law.invention 010309 optics symbols.namesake Optics law 0103 physical sciences Leverage (statistics) Segmentation Computer vision ComputingMethodologies_COMPUTERGRAPHICS Motion compensation business.industry Digital video 021001 nanoscience & nanotechnology Atomic and Molecular Physics and Optics Optical phase space Fourier transform symbols Artificial intelligence 0210 nano-technology business Digital holography Data compression |
| Popis: | Digital video holography faces two main problems: 1) computer-generation of holograms is computationally very costly, even more when dynamic content is considered; 2) the transmission of many high-resolution holograms requires large bandwidths. Motion compensation algorithms leverage temporal redundancies and can be used to address both issues by predicting future frames from preceding ones. Unfortunately, existing holographic motion compensation methods can only model uniform motions of entire 3D scenes. We address this limitation by proposing both a segmentation scheme for multi-object holograms based on Gabor masks and derive a Gabor mask-based multi-object motion compensation (GMMC) method for the compensation of independently moving objects within a single hologram. The utilized Gabor masks are defined in 4D space-frequency domain (also known as time-frequency domain or optical phase-space). GMMC can segment holograms containing an arbitrary number of mutually occluding objects by means of a coarse triangulation of the scene as side information. We demonstrate high segmentation quality (down to ≤ 0.01% normalized mean-squared error) with Gabor masks for scenes with spatial occlusions. The support of holographic motion compensation for arbitrary multi-object scenes can enable faster generation or improved video compression rates for dynamic digital holography. |
| Databáze: | OpenAIRE |
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