DoDo: Double DOE Optical System for Multishot Spectral Imaging

被引:2
|
作者
Urrea, Sergio [1 ]
Jacome, Roman [1 ]
Asif, M. Salman [2 ]
Arguello, Henry [3 ]
Garcia, Hans [1 ]
机构
[1] Univ Ind Santander, Elect Engn Dept, Bucaramanga 680002, Colombia
[2] Univ Calif Riverside, Dept Elect & Comp Engn, Riverside, CA 92521 USA
[3] Univ Ind Santander, Comp Sci Dept, Bucaramanga 680002, Colombia
关键词
Image reconstruction; Encoding; Imaging; Optical sensors; Optical imaging; Image coding; Optical filters; Deep learning; image coding; image processing; image reconstruction; inverse problems; hyperspectral imaging; optical diffraction; optical imaging; signal processing algorithms; OPTIMIZATION;
D O I
10.1109/JSTSP.2024.3402320
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Snapshot Compressive Spectral Imaging Systems (SCSI) compress the scenes by capturing 2D projections of the encoded underlying signals. A decoder, trained with pre-acquired datasets, reconstructs the spectral images. SCSI systems based on diffractive optical elements (DOE) provide a small form factor and the single DOE can be optimized in an end-to-end manner. Since the spectral image is highly compressed in a SCSI system based on a single DOE, the quality of image reconstruction can be insufficient for diverse spectral imaging applications. This work proposes a multishot spectral imaging system employing a double-phase encoding with a double DOE architecture (DoDo), to improve the spectral reconstruction performance. The first DOE is fixed and provides the benefits of the diffractive optical systems. The second DOE provides the variable encoding of the multishot architectures. The work presents a differentiable mathematical model for the multishot DoDo system and optimizes the parameters of the DoDo architecture in an end-to-end manner. The proposed system was tested using simulations and a hardware prototype. To obtain a low-cost system, the implementation uses a deformable mirror for the variable DOE. The proposed DoDo system shows an improvement of up to 4 dB in PSNR in the reconstructed spectral images compared with the single DOE system.
引用
收藏
页码:704 / 713
页数:10
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