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Issue No.05 - May (2014 vol.36)
pp: 833-844
Hyunjoon Lee , Dept. of Comput. Sci. & Eng., Pohang Univ. of Sci. & Technol. (POSTECH), Pohang, South Korea
Eli Shechtman , Creative Technol. Lab. of Adobe Res., Seattle, WA, USA
Jue Wang , Creative Technol. Lab. of Adobe Res., Seattle, WA, USA
Seungyong Lee , Dept. of Comput. Sci. & Eng., Pohang Univ. of Sci. & Technol. (POSTECH), Pohang, South Korea
ABSTRACT
Man-made structures often appear to be distorted in photos captured by casual photographers, as the scene layout often conflicts with how it is expected by human perception. In this paper, we propose an automatic approach for straightening up slanted man-made structures in an input image to improve its perceptual quality. We call this type of correction upright adjustment. We propose a set of criteria for upright adjustment based on human perception studies, and develop an optimization framework which yields an optimal homography for adjustment. We also develop a new optimization-based camera calibration method that performs favorably to previous methods and allows the proposed system to work reliably for a wide range of images. The effectiveness of our system is demonstrated by both quantitative comparisons and qualitative user study.
INDEX TERMS
optimisation, calibration, cameras, image processing,optimal homography, automatic upright adjustment, photographs, robust camera calibration, man-made structures, distortion, scene layout, human perception, optimization framework,Cameras, Calibration, Optimization, Robustness, Erbium, Buildings, Transmission line matrix methods,3D/stereo scene analysis, Geometric correction, Camera calibration,single image camera calibration, Upright adjustment, perspective correction, photo aesthetics enhancement
CITATION
Hyunjoon Lee, Eli Shechtman, Jue Wang, Seungyong Lee, "Automatic Upright Adjustment of Photographs With Robust Camera Calibration", IEEE Transactions on Pattern Analysis & Machine Intelligence, vol.36, no. 5, pp. 833-844, May 2014, doi:10.1109/TPAMI.2013.166
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