Title :
Lens distortion correction and enhancement based on local self-similarity for high-quality consumer imaging systems
Author :
Donggyun Kim ; Jinho Park ; Junghoon Jung ; TaeChan Kim ; Joonki Paik
Author_Institution :
Dept. of Image, Chung-Ang Univ., Seoul, South Korea
Abstract :
In this paper, a novel image enhancement system for a wide-angle lens camera is presented. The proposed system consists of; i) lens distortion correction using space-varying interpolation kernels and ii) image restoration based on the local self-similarity. The correction process for the geometric distortion produced by a wide-angle lens results in radial distortion artifacts caused by non-linear resampling. To reduce such artifacts, the proposed algorithm uses space-varying interpolation kernels derived from the lens calibration data. The corrected image is further enhanced using self-example-based image restoration. Experimental results demonstrate the proposed method can correctly remove the geometric distortion and further enhance the quality of the radially interpolated image.
Keywords :
cameras; image enhancement; image restoration; interpolation; lenses; correction process; geometric distortion; high-quality consumer imaging systems; image enhancement system; lens calibration data; lens distortion correction; lens enhancement; local self-similarity; nonlinear resampling; radial distortion artifacts; radially interpolated image; self-example-based image restoration; space-varying interpolation kernels; wide-angle lens camera; Educational institutions; Image edge detection; Interpolation; Kernel; Lenses; Nonlinear distortion; Optical distortion; distortion correction; image enhancement; local self-similarity; wide-angle lens;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2014.6780920