Neural Étendue Expander for Ultra-Wide-Angle High-Fidelity Holographic Display (2109.08123v4)
Abstract: Holographic displays can generate light fields by dynamically modulating the wavefront of a coherent beam of light using a spatial light modulator, promising rich virtual and augmented reality applications. However, the limited spatial resolution of existing dynamic spatial light modulators imposes a tight bound on the diffraction angle. As a result, modern holographic displays possess low \'{e}tendue, which is the product of the display area and the maximum solid angle of diffracted light. The low \'{e}tendue forces a sacrifice of either the field-of-view (FOV) or the display size. In this work, we lift this limitation by presenting neural \'{e}tendue expanders. This new breed of optical elements, which is learned from a natural image dataset, enables higher diffraction angles for ultra-wide FOV while maintaining both a compact form factor and the fidelity of displayed contents to human viewers. With neural \'{e}tendue expanders, we experimentally achieve 64$\times$ \'{e}tendue expansion of natural images in full color, expanding the FOV by an order of magnitude horizontally and vertically, with high-fidelity reconstruction quality (measured in PSNR) over 29 dB on retinal-resolution images.
- Towards real-time photorealistic 3d holography with deep neural networks. Nature 591, 234–239 (2021).
- Towards indistinguishable augmented reality: A survey on optical see-through head-mounted displays. ACM Computing Surveys (CSUR) 54, 1–36 (2021).
- Dorrah, A. H. et al. Light sheets for continuous-depth holography and three-dimensional volumetric displays. Nature Photonics 17, 427–434 (2023).
- Wakunami, K. et al. Projection-type see-through holographic three-dimensional display. Nature Communications 7, 12954 (2016).
- Model-based compensation of pixel crosstalk in liquid crystal spatial light modulators. Optics Express 27, 25046–25063 (2019).
- Space–bandwidth product of optical signals and systems. JOSA A 13, 470–473 (1996).
- High resolution étendue expansion for holographic displays. ACM Transactions on Graphics (TOG) 39, 1–14 (2020).
- Holographic near-eye display with continuously expanded eyebox using two-dimensional replication and angular spectrum wrapping. Optics Express 28, 533–547 (2020).
- Wide viewing angle dynamic holographic stereogram with a curved array of spatial light modulators. Optics Express 16, 12372–12386 (2008).
- Lee, B. et al. Wide-angle speckleless dmd holographic display using structured illumination with temporal multiplexing. Optics Letters 45, 2148–2151 (2020).
- Kim, M. et al. Expanded exit-pupil holographic head-mounted display with high-speed digital micromirror device. ETRI Journal 40 (2018).
- Angular and spatial light modulation by single digital micromirror device for multi-image output and nearly-doubled étendue. Optics express 27 15, 21477–21496 (2019).
- Optical image processing using light modulation displays. Computer Graphics Forum 29 (2010).
- Blanche, P.-A. et al. Holographic three-dimensional telepresence using large-area photorefractive polymer. Nature 468, 80–83 (2010).
- Tay, S. et al. An updatable holographic three-dimensional display. Nature 451, 694–698 (2008).
- Ersumo, N. T. et al. A micromirror array with annular partitioning for high-speed random-access axial focusing. Light: Science & Applications 9, 1–15 (2020).
- Yang, D. et al. Diffraction-engineered holography: Beyond the depth representation limit of holographic displays. Nature Communications 13 (2022).
- Viewing angle enhancement for two- and three-dimensional holographic displays with random superresolution phase masks. Applied Optics 45, 7334–7341 (2006).
- Huang, K. et al. Ultrahigh-capacity non-periodic photon sieves operating in visible light. Nature Communications 6, 7059 (2015).
- Ultrahigh-definition dynamic 3d holographic display by active control of volume speckle fields. Nature Photonics 11, 186–192 (2017).
- Ultrathin wide-angle large-area digital 3d holographic display using a non-periodic photon sieve. Nature Communications 10, 1304 (2019).
- Yu, P. et al. Ultrahigh-density 3d holographic projection by scattering-assisted dynamic holography. Optica 10, 481–490 (2023).
- Light in tiny holes. Nature 445, 39–46 (2007).
- Controlling waves in space and time for imaging and focusing in complex media. Nature Photonics 6, 283–292 (2012).
- Conkey, D. B. et al. Super-resolution photoacoustic imaging through a scattering wall. Nature Communications 6, 7902 (2015).
- Exploiting disorder for perfect focusing. Nature Photonics 4, 320–322 (2010).
- Popoff, S. M. et al. Measuring the transmission matrix in optics: an approach to the study and control of light propagation in disordered media. Physical Review Letters 104, 100601 (2010).
- Analyzing phase masks for wide étendue holographic displays. In 2022 IEEE International Conference on Computational Photography (ICCP), 1–12 (2022).
- Exponentially-wide etendue displays using a tilting cascade. In 2022 IEEE International Conference on Computational Photography (ICCP), 1–12 (2022).
- Sterling, R. Jvc d-ila high resolution, high contrast projectors and applications. In Proceedings of the 2008 Workshop on Immersive Projection Technologies/Emerging Display Technologiges (2008).
- Wheelwright, B. et al. Field of view: not just a number. In Digital Optics for Immersive Displays, vol. 10676, 1 – 7 (International Society for Optics and Photonics, 2018).
- Chaves, J. Introduction to nonimaging optics (2008).
- Gerchberg, R. W. A practical algorithm for the determination of phase from image and diffraction plane pictures. Optik 35, 237–246 (1972).
- Aspects of hologram calculation for video frames. Journal of Optics A: Pure and Applied Optics 10, 035302 (2008).
- Wirtinger holography for near-eye displays. ACM Transactions on Graphics (TOG) 38, 1–13 (2019).
- Adam: A method for stochastic optimization. In International Conference on Learning Representations (ICLR) (2015).
- Chakravarthula, P. et al. Pupil-aware holography. ACM Transactions on Graphics (TOG) 41 (2022).
- Metasurfaces make it practical. Nature nanotechnology 10, 296–298 (2015).
- Metasurface optics for on-demand polarization transformations along the optical path. Nature Photonics 15, 287–296 (2021).