Synthesis algorithm based on overcomplete wavelet expansion for line scratch restoration in old films

Digitalized old films are often degraded by some annoying defects, one of the most common artifacts being line scratches. We present an effective synthesis algorithm for line scratch detection and removal in the overcomplete wavelet expansion (OWE) domain, which is called the OWE-based synthesis algorithm (OSA). OWE is adopted here because of its higher precision in localization than other decimated wavelets. In the detection part, an improved OWE-based cross section method is proposed to find primary line scratches. A morphological refinement method follows, and includes more secondary line scratches. For better scratch removing results, we adopt a pixel-set-based linear interpolation under the criteria of linear minimum square error (LMSE) estimation in every scale. Experimental results show that compared with some classic algorithms, the proposed method can provide higher accuracy and fewer false alarms in line scratch detection, as well as enhanced restoration results.

[1]  Chin-Hwa Lee Restoring Spline Interpolation of CT Images , 1983, IEEE Transactions on Medical Imaging.

[2]  Anil C. Kokaram,et al.  Detection and removal of line scratches in degraded motion picture sequences , 1996, 1996 8th European Signal Processing Conference (EUSIPCO 1996).

[3]  Bernard Besserer,et al.  Detection and Tracking Scheme for Line Scratch Removal in an Image Sequence , 2004, ECCV.

[4]  Patrick Pérez,et al.  Region filling and object removal by exemplar-based image inpainting , 2004, IEEE Transactions on Image Processing.

[5]  Anil Kokaram,et al.  Fast removal of line scratches in old movies , 2004, ICPR 2004.

[6]  P. Zamperoni,et al.  A method for analysing and synthesizing line-drawings , 1979 .

[7]  Jun Sun,et al.  An OWE-based Algorithm for Line Scratches Restoration in Old Movies , 2007, 2007 IEEE International Symposium on Circuits and Systems.

[8]  Stéphane Mallat,et al.  Characterization of Signals from Multiscale Edges , 2011, IEEE Trans. Pattern Anal. Mach. Intell..

[9]  Bernard Besserer,et al.  Tracking and MAP reconstruction of line scratches in degraded motion pictures , 2002, Machine Vision and Applications.

[10]  Olivier Buisson,et al.  Detection and removal of line scratches in motion picture films , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).

[11]  Vittoria Bruni,et al.  A generalized model for scratch detection , 2004, IEEE Transactions on Image Processing.