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Half-sweep imaging for depth from defocus
Affiliation:1. Building 1, School of Electronics and Computer Science, University of Southampton, Southampton SO17 1BJ, United Kingdom;2. National Institute for Health Research, Southampton Respiratory Biomedical Research Unit, University Hospital Southampton NHS Foundation Trust, Tremona Road, Southampton, United Kingdom;1. The University of Tokyo, Japan;2. Kyushu Institute of Technology, Japan;1. Department of Computer Science and Information Technology, University of Balochistan, Quetta, Pakistan;2. School of Engineering and Technology, Asian Institute of Technology, Pathumthani 12120, Thailand;3. National Institute of Informatics, Tokyo, Japan
Abstract:Depth from defocus (DFD) is a technique that restores scene depth based on the amount of defocus blur in the images. DFD usually captures two differently focused images, one near-focused and the other far-focused, and calculates the size of the defocus blur in these images. However, DFD using a regular circular aperture is not sensitive to depth, since the point spread function (PSF) is symmetric and only the radius changes with the depth. In recent years, the coded aperture technique, which uses a special pattern for the aperture to engineer the PSF, has been used to improve the accuracy of DFD estimation. The technique is often used to restore an all-in-focus image and estimate depth in DFD applications. Use of a coded aperture has a disadvantage in terms of image deblurring, since deblurring requires a higher signal-to-noise ratio (SNR) of the captured images. The aperture attenuates incoming light in controlling the PSF and, as a result, decreases the input image SNR. In this paper, we propose a new computational imaging approach for DFD estimation using focus changes during image integration to engineer the PSF. We capture input images with a higher SNR since we can control the PSF with a wide aperture setting unlike with a coded aperture. We confirm the effectiveness of the method through experimental comparisons with conventional DFD and the coded aperture approach.
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