ArticleLight, science & applications2024
Liquid lens based holographic camera for real 3D scene hologram acquisition using end-to-end physical model-driven network.
Article in Light, science & applications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
17 citing papers in PubMed.
- Cross-Scale Synergistic Optimization for Miniature Meta-Liquid Hybrid Zoom Imaging.Nanophotonics (Berlin, Germany) · 2026Article
- Photorealistic 3D Holographic Display with Natural Defocus Effect.Nature communications · 2026Article
- Large zoom ratio and adaptive aberration correction microscope using 4DPSF-aware Physical Degradation-guided Network.Light, science & applications · 2026Article
- Article
- A 0.18 cubic centimeter 3D meta-holographic zoom micro-projector.Nature communications · 2025Article
- Large Depth-of-Field, Large Eyebox, and Wide Field-of-View Freeform-Holographic Augmented Reality Near-Eye Display.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- High-Speed Design of Multiplexed Meta-Optics Enabled by Physics-Driven Self-Supervised Network.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- Multi-depth switching by triple wavefront modulation of quarter-waveplate geometric phase lenses for vergence-accommodation-matching extended reality.Light, science & applications · 2025Article
- Research on projection light field encoding and reconstruction based on parallel camera arrays.Scientific reports · 2025Article
- Review
- Non-aqueous electrowetting liquid lens with centimeter-level large aperture based on dielectric failure suppression principle.Light, science & applications · 2025Article
- High-fidelity light-field display with enhanced information utilization by modulating chrominance and luminance separately.Light, science & applications · 2025Article
- Real-time holographic camera for obtaining real 3D scene hologram.Light, science & applications · 2025Article
- Single-shot super-resolved fringe projection profilometry (SSSR-FPP): 100,000 frames-per-second 3D imaging with deep learning.Light, science & applications · 2025Article
- Generation of Multiple-Depth 3D Computer-Generated Holograms from 2D-Image-Datasets Trained CNN.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Article
- High-luminance one-dimensional integral imaging display based on gradient-width line light sources.Heliyon · 2024Article
- Advances in large viewing angle and achromatic 3D holography.Light, science & applications · 2024Article
Corrections and comments
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Authors and funding
12 authors.
Funding
Abstract
With the development of artificial intelligence, neural network provides unique opportunities for holography, such as high fidelity and dynamic calculation. How to obtain real 3D scene and generate high fidelity hologram in real time is an urgent problem. Here, we propose a liquid lens based holographic camera for real 3D scene hologram acquisition using an end-to-end physical model-driven network (EEPMD-Net). As the core component of the liquid camera, the first 10 mm large aperture electrowetting-based liquid lens is proposed by using specially fabricated solution. The design of the liquid camera ensures that the multi-layers of the real 3D scene can be obtained quickly and with great imaging performance. The EEPMD-Net takes the information of real 3D scene as the input, and uses two new structures of encoder and decoder networks to realize low-noise phase generation. By comparing the intensity information between the reconstructed image after depth fusion and the target scene, the composite loss function is constructed for phase optimization, and the high-fidelity training of hologram with true depth of the 3D scene is realized for the first time. The holographic camera achieves the high-fidelity and fast generation of the hologram of the real 3D scene, and the reconstructed experiment proves that the holographic image has the advantage of low noise. The proposed holographic camera is unique and can be used in 3D display, measurement, encryption and other fields.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.