光学学报, 2014, 34 (8): 0810001, 网络出版: 2014-08-15
基于掩膜的光场采集与重建的研究 下载: 577次
Research of Lightfield Acquisition and Reconstruction Based on Mask
图像处理 光场 重建 非线性优化 光学掩膜 image processing light field reconstruction nonlinear optimization optical mask
摘要
针对现有光场采集方式中存在的:相机阵列采集方式的硬件成本高,体积庞大;单相机分时采集光场局限采集静态光场;积分成像光场采集得到的光场空间分辨率低等问题。研究了一种基于掩膜(mask)的光场采集与重建方法。建立了光场采集模型,分析了光场在傅里叶域的成像过程;采用了随机衰减掩膜mask对光场信号进行随机编码,得到了被编码的传感器图像;离线学习了过完备光场字典,结合压缩感知理论对编码的传感器图像进行了非线性优化,重新恢复了原始的光场。
Abstract
In view of the existed problems of the existing light field acquisition methods: high hardware cost and big volume in camera array acquisition; to be limited to static light field in single camera ordinal sampling; low spatial resolution of the light field in integral imaging light field acquisition. A method of light field acquisition and reconstruction based on a mask has been studied. A light field acquisition model is set up. Light field imaging process is analyzed in Fourier domain. Utilizing a random mask to randomly encode the light field, which leads to get a coded sensor image. An overcomplete light-field dictionary is learned offline. The coded sensor image is optimized through compressed sensing and the overcomplete light-field dictionary. The original light field is restored.
刘永春, 龚华军, 沈春林. 基于掩膜的光场采集与重建的研究[J]. 光学学报, 2014, 34(8): 0810001. Liu Yongchun, Gong Huajun, Shen Chunlin. Research of Lightfield Acquisition and Reconstruction Based on Mask[J]. Acta Optica Sinica, 2014, 34(8): 0810001.