基于优化光流的高质量光场图像生成技术
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(浙江理工大学 物理系 浙江省光场调控技术重点实验室,浙江 杭州 310018)

作者简介:

胡娟梅 (1981-),女,博士,副教授,硕士生导师,主要从事微纳光学与新型显示方面的研究。

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O435

基金项目:

浙江省自然科学基金(LTY22F020002) 资助项目


High-quality light field image generation technology based on optimized optical flow
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(Key Laboratory of Optical Field Manipulation of Zhejiang Province, Department of Physics, Zhejiang Sci-Tech University, Hangzhou, Zhejiang 310018, China)

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    摘要:

    为提升光场图像的渲染效果,本文提出并验证了一种基于优化光流的高质量光场图像渲染方法。该方法首先利用计算机图形学技术构建自适应离轴相机,并利用其获取模型的纹理和深度数据(red-green-blue-depth,RGBD)。然后利用下采样技术构建RGB图像金字塔,并在其基础上迭代计算光流。接着根据深度信息构建视差阈值机制对光流进行裁切,提升了大位移情况下的光流估计精度。同时构建光流相似度过滤矩阵(similarity filter matrix,SFM),筛选重投影误差最小的光流作为优化光流,提升光流的计算精度和连续性。最后利用深度信息和光流计算遮挡关系,并结合插值权重生成光场图像。在此基础上,搭建了一套基于集成成像的光场显示系统,实现了3D显示。实验证明在±18.9°视场角下,该方法获得的光场图像在结构相似度(structural similarity,SSIM) 和峰值信噪比(peak signal-to-noise ratio,PSNR) 方面分别较传统方法提高20.7%和67.5%。

    Abstract:

    To improve the rendering quality of light field images,a high-quality light field image rendering method based on optimized optical flow is proposed and validated.Firstly,an adaptive off-axis camera is constructed using computer graphics technology to acquire texture and depth data (RGBD) of the model.Subsequently an RGB image pyramid is constructed using down sampling techniques,and the optical flow is iteratively computed based on this pyramid.Then,based on the depth information,a disparity threshold mechanism is constructed to clip the optical flow,improving the estimation accuracy of optical flow under large displacement conditions.Meanwhile,a similarity filtering matrix (SFM) for optical flow is constructed to select the optimized flow with minimal reprojection error,improving calculation accuracy and continuity of the optical flow.Finally,the occlusion relationship is derived from depth information and optical flow,and the light field image is generated by combining interpolation weights.On this basis,an integral imaging-based light field display system is implemented to achieve 3D display.Experimental results demonstrate that,at a field of view of ±18.9°,the proposed method achieves a 20.7% improvement in structural similarity (SSIM) and a 67.5% increase in peak signal-to-noise ratio (PSNR) compared to conventional optical flow rendering techniques.

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张元猛,楼益民,胡娟梅.基于优化光流的高质量光场图像生成技术[J].光电子激光,2026,37(8):793~802

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  • 收稿日期:2025-04-21
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  • 在线发布日期: 2026-08-11
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