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(Peer-Reviewed) Advancing computer-generated holographic display thanks to diffraction model-driven deep nets
Vittorio Bianco, Pietro Ferraro
CNR- ISASI Institute of Applied Sciences & Intelligent Systems Viale Campi Flegrei, 34 80078 Pozzuoli (Na) Italy
Opto-Electronic Advances , 2024-01-16
https://doi.org/10.29026/oea.2024.230176
https://www.oejournal.org/article/doi/10.29026/oea.2024.230176
Abstract

Advancements are reported in computer-generated holography proofing RGB 4K display through a new strategy based on diffraction model-driven deep networks. In the new 4K-DMDNet, the network is not a “black box” anymore. Rather, the input-output relation must obey to the physics of wavefront propagation, which is embedded here as a constraint.

Thus, a labelled dataset is not required, and the model shows superior generalization capabilities with respect to data-driven approaches. The method is promising for the new generation of RGB 4K holographic display, as well as augmented and virtual reality systems.
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