Scaling law for computational imaging using spherical optics

被引:36
作者
Cossairt, Oliver S. [1 ]
Miau, Daniel [1 ]
Nayar, Shree K. [1 ]
机构
[1] Columbia Univ, Dept Comp Sci, New York, NY 10027 USA
基金
美国国家科学基金会;
关键词
D O I
10.1364/JOSAA.28.002540
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
The resolution of a camera system determines the fidelity of visual features in captured images. Higher resolution implies greater fidelity and, thus, greater accuracy when performing automated vision tasks, such as object detection, recognition, and tracking. However, the resolution of any camera is fundamentally limited by geometric aberrations. In the past, it has generally been accepted that the resolution of lenses with geometric aberrations cannot be increased beyond a certain threshold. We derive an analytic scaling law showing that, for lenses with spherical aberrations, resolution can be increased beyond the aberration limit by applying a postcapture deblurring step. We then show that resolution can be further increased when image priors are introduced. Based on our analysis, we advocate for computational camera designs consisting of a spherical lens shared by several small planar sensors. We show example images captured with a proof-of-concept gigapixel camera, demonstrating that high resolution can be achieved with a compact form factor and low complexity. We conclude with an analysis on the trade-off between performance and complexity for computational imaging systems with spherical lenses. (C) 2011 Optical Society of America
引用
收藏
页码:2540 / 2553
页数:14
相关论文
共 36 条
[1]  
[Anonymous], 1966, GEN HYPERGEOMETRIC F
[2]  
[Anonymous], 2008, Introduction to Fourier optics
[3]  
[Anonymous], DARPA 50
[4]  
[Anonymous], P SPIE
[5]  
[Anonymous], COMPUTATIONL OPTICAL
[6]  
[Anonymous], ZEMAX OPT DES SOFTW
[7]  
[Anonymous], COMPUTATIONL OPTICAL
[8]  
[Anonymous], P SPIE
[9]  
[Anonymous], P SPIE
[10]  
[Anonymous], 2002, Introduction to Lens Design: With Practical ZEMAX Examples