DocumentCode
3570357
Title
A simple and robust algorithm for the detection of multidirectional scratch from digital images
Author
Ghosh, Suman ; Saha, Raunak
Author_Institution
Dept. of Electron. & Telecommun. Eng., Jadavpur Univ., Kolkata, India
fYear
2015
Firstpage
1
Lastpage
6
Abstract
Over time, old films and pictures are eroded and often get corrupted with physical scratches. Digitization of these physically corrupted films lead to the presence of various scratch marks and aberrations oriented along multiple directions in the digitized image. Detection of these scratches for subsequent restoration is a rather difficult task because of the sensitiveness to noise and interference of background contour textures. To address this problem, we propose a highly robust and real time spatial scratch detection algorithm for static images. We deal with the more potent problem of detecting scratches in images regardless of orientation, color or shape by coupling binary detection with Hough Transformation and image rotation. Unavailability of temporal information makes such detection even more challenging. Experimental results suggest the effectiveness of our proposed method keeping in consideration computational time complexity constraints.
Keywords
Hough transforms; computational complexity; image restoration; image texture; object detection; Hough transformation; background contour textures; binary detection; computational time complexity constraints; digital images; digitized image; image rotation; multidirectional scratch detection; old films; physical scratches; physically corrupted film digitization; pictures; real time spatial scratch detection algorithm; static images; subsequent restoration; temporal information; Algorithm design and analysis; Detection algorithms; Films; Image restoration; Time complexity; Transforms; Hough Transform; binary detection; computational complexity; digital film restoration; scratch;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Pattern Recognition (ICAPR), 2015 Eighth International Conference on
Type
conf
DOI
10.1109/ICAPR.2015.7050713
Filename
7050713
Link To Document