全息术
编码孔径
计算机科学
光学
斑点图案
数字全息术
人工智能
物理
图像质量
散斑噪声
压缩传感
光圈(计算机存储器)
迭代重建
计算机视觉
作者
Chao Liu,Ali Zia,Yuhong Wan
出处
期刊:Eleventh International Conference on Information Optics and Photonics (CIOP 2019)
日期:2019-12-20
卷期号:11209: 643-649
摘要
Interferenceless coded aperture correlation holography (I-COACH) is an incoherent digital holography technique without two-wave interference. In the system of I-COACH, the information of the corresponding depth of a three-dimensional object is reconstructed by the cross-correlation operation between a point hologram (PSH) and an object hologram (OH). Because the I-COACH needs to combine multi-step phase-shift technique and image averaging technique to suppress the bias terms and background noise in reconstructed images, the image time resolution is poor. In order to suppress the bias terms and background noise, in this paper, we proposed an adaptive learning dictionary reconstruction (ALDR) method of I-COACH system by combing non-linear reconstruction technique and sparse representation theory. By using the nonlinear reconstruction image as the training data of the model, the K-means singular value decomposition (K-SVD) and orthogonal matching pursuit (OMP) algorithm are used to obtain a redundant adaptive learning dictionary for reconstructing image. The compression reconstruction is performed to achieve the adaptive noise-free reconstructed image in the I-COACH.
科研通智能强力驱动
Strongly Powered by AbleSci AI