利用波前编码与超分辨率技术扩展虹膜识别系统的捕获体积

Extending the Capture Volume of an Iris Recognition System Using Wavefront Coding and Super-Resolution

IEEE Transactions on Cybernetics · 2015
被引 19
ABS 3

中文导读

提出一种硬件与软件结合的方法,通过波前编码扩展景深,再用超分辨率恢复图像清晰度,将虹膜识别系统的捕获体积扩大三倍,同时保持高识别率。

Abstract

Iris recognition has gained increasing popularity over the last few decades; however, the stand-off distance in a conventional iris recognition system is too short, which limits its application. In this paper, we propose a novel hardware-software hybrid method to increase the stand-off distance in an iris recognition system. When designing the system hardware, we use an optimized wavefront coding technique to extend the depth of field. To compensate for the blurring of the image caused by wavefront coding, on the software side, the proposed system uses a local patch-based super-resolution method to restore the blurred image to its clear version. The collaborative effect of the new hardware design and software post-processing showed great potential in our experiment. The experimental results showed that such improvement cannot be achieved by using a hardware-or software-only design. The proposed system can increase the capture volume of a conventional iris recognition system by three times and maintain the system's high recognition rate.

虹膜识别波前编码超分辨率生物特征识别计算机视觉