All-In-Focus Synthetic Aperture Imaging Using Image Matting.

“Seeing through” occluders is one of the most important effects that can be achieved with synthetic aperture imaging. As well, the occlusion problem, a challenging task for many computer vision applications, can be easily handled. Synthetic aperture imaging takes advantage of the property that only objects on the focal plane are sharp. The resulting image that is obtained by averaging images from different views consists of blurry objects away from the focal plane and sharp objects on the focal plane. Removing the blurriness caused by defocusing in synthetic aperture images to achieve an all-in-focus “seeing through” image is a challenging research problem. In this paper, we propose a novel method to improve the image quality of synthetic aperture imaging using image matting via energy minimization by estimating the foreground and the background. In particular, we first estimate the out-of-focus region by focusing on the background objects in each camera view using energy minimization. Next, we utilize a labeling method to create a sharp “see through” synthetic aperture image of the hidden objects. Then, image matting is used to extract the alpha matte of the hidden objects. Finally, by compositing the hidden objects with the estimated background regions, a sharp “see through” synthetic aperture image is created. The experimental results show that the proposed method outperforms the traditional synthetic aperture imaging method <xref ref-type="bibr" rid="ref1">[1]</xref> as well as its improved versions <xref ref-type="bibr" rid="ref2">[2]</xref>–<xref ref-type="bibr" rid="ref3"/><xref ref-type="bibr" rid="ref4">[4]</xref>, which simply dim and blur the area in the image that is out of focus, and a recent all-in-focus method <xref ref-type="bibr" rid="ref5">[5]</xref>. We show that both the occluded objects and the background can be combined using our method to create a sharp synthetic aperture image. [ABSTRACT FROM PUBLISHER]