arXiv:2512.20464physics.opticscs.CV2025-12被引 1

用衍射解码器实现亚波长级3D图像快照投影,突破深度串扰限制。

Snapshot 3D image projection using a diffractive decoder

  • 通过深度学习优化的多层衍射解码,单次快照投射多平面图像。
  • 实现28个轴向切片的清晰投影,平面间距达波长量级。
  • 适用于增强现实、全息显示与光学计算,支持动态重配置。

三维图像显示是下一代体素成像的关键;然而,随着轴向图像平面间距减小,衍射引起的串扰迅速增加,导致密集深度复用仍具挑战。本文提出一种由数字编码器与衍射光学解码器组成的3D显示系统,可在单次快照中同时将不同图像投影至多个目标轴向平面,实现高轴向分辨率。该系统利用多层衍射波前解码与端到端深度学习优化,达成高保真度深度分辨3D图像投影,轴向平面间距可达波长量级。数字编码器采用傅里叶编码网络,提取输入图像的多尺度空间与频域特征,并融合轴向位置编码,生成统一相位表示,联合优化后由衍射解码器一次性完成所有图像的轴向投影。我们分析了衍射解码器深度、输出衍射效率、空间光调制器分辨率及轴向编码密度的影响,揭示了轴向分离与投影质量间的权衡关系。进一步验证了系统可展示包含28个轴向切片的体素图像,并支持按需动态重构图像平面位置。实验结果与目标图像高度一致,证明该衍射3D显示系统具备紧凑、可扩展的深度分辨快照投影能力,有望应用于全息显示、增强现实/虚拟现实界面及体素光学计算。

原文摘要 · Abstract (English)

3D image display is essential for next-generation volumetric imaging; however, dense depth multiplexing for 3D image projection remains challenging because diffraction-induced cross-talk rapidly increases as the axial image planes get closer. Here, we introduce a 3D display system comprising a digital encoder and a diffractive optical decoder, which simultaneously projects different images onto multiple target axial planes with high axial resolution. By leveraging multi-layer diffractive wavefront decoding and deep learning-based end-to-end optimization, the system achieves high-fidelity depth-resolved 3D image projection in a snapshot, enabling axial plane separations on the order of a wavelength. The digital encoder leverages a Fourier encoder network to capture multi-scale spatial and frequency-domain features from input images, integrates axial position encoding, and generates a unified phase representation that simultaneously encodes all images to be axially projected in a single snapshot through a jointly-optimized diffractive decoder. We characterized the impact of diffractive decoder depth, output diffraction efficiency, spatial light modulator resolution, and axial encoding density, revealing trade-offs that govern axial separation and 3D image projection quality. We further demonstrated the capability to display volumetric images containing 28 axial slices, as well as the ability to dynamically reconfigure the axial locations of the image planes, performed on demand. Finally, we experimentally validated the presented approach, demonstrating close agreement between the measured results and the target images. These results establish the diffractive 3D display system as a compact and scalable framework for depth-resolved snapshot 3D image projection, with potential applications in holographic displays, AR/VR interfaces, and volumetric optical computing.

3D显示衍射光学快照成像AR/VR

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