SVD Based Automatic Detection of Target Regions for Image Inpainting

We are often required to retouch images in order to improve their visual appearance, by removing the visual discontinuities like breaks and damaged regions. Such retouching of images may be achieved by inpainting. Current techniques for image inpainting require the user to manually select the target regions to be inpainted. Very few techniques for automatically detecting the target regions for inpainting are reported in the literature, which are suitable to detect an actual damage or alteration to the given photograph. In this paper, we propose a Singular Value Decomposition (SVD) based novel technique for automatic detection of the damaged regions in the photographed object / scene, for the purpose of digitally restoring them to their entirety using inpainting. Results on an exhaustive set of images suggest that the mask generated using the proposed technique can be suitably used for inpainting purpose to digitally restore the given images.

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

[2]  Radim Sára,et al.  A Weak Structure Model for Regular Pattern Recognition Applied to Facade Images , 2010, ACCV.

[3]  Guillermo Sapiro,et al.  Image inpainting , 2000, SIGGRAPH.

[4]  A. Bascoul,et al.  About the analysis of microcracking in concrete , 2001 .

[5]  Takashi Shibata,et al.  Image Inpainting Based on Probabilistic Structure Estimation , 2010, ACCV.

[6]  T. Landauer,et al.  Indexing by Latent Semantic Analysis , 1990 .

[7]  Patrick Pérez,et al.  Poisson image editing , 2003, ACM Trans. Graph..

[8]  Harald Grossauer,et al.  A Combined PDE and Texture Synthesis Approach to Inpainting , 2004, ECCV.

[9]  Denys Breysse,et al.  Image analysis for the automated study of microcracks in concrete , 2001 .

[10]  Qingquan Li,et al.  CrackTree: Automatic crack detection from pavement images , 2012, Pattern Recognit. Lett..

[11]  Taku Komura,et al.  Topology matching for fully automatic similarity estimation of 3D shapes , 2001, SIGGRAPH.

[12]  Chintan Parmar Automatic image inpainting for the facial images of monuments , 2011 .

[13]  Jiří Matas,et al.  Computer Vision - ECCV 2004 , 2004, Lecture Notes in Computer Science.

[14]  Manjunath V. Joshi,et al.  Exemplar based Inpainting using Autoregressive Parameter Estimation , 2012 .

[15]  Toshiyuki Amano Correlation Based Image Defect Detection , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[16]  Wonjun Lee,et al.  Video inpainting and implant via diversified temporal continuations , 2006, MM '06.

[17]  Hiroshi Suzuki,et al.  String-Like Occluding Region Extraction for Background Restoration , 2006, 18th International Conference on Pattern Recognition (ICPR'06).

[18]  Timothy K. Shih,et al.  Photo defect detection for image inpainting , 2005, Seventh IEEE International Symposium on Multimedia (ISM'05).

[19]  Luis Mateus Rocha,et al.  Singular value decomposition and principal component analysis , 2003 .