IEEE Transactions on Circuits and Systems for Video Technology · 2013 · 22 citations · 29 references
EngineeringVideo ProcessingVideo ForensicsImage AnalysisPattern RecognitionDigital RestorationVideo Content AnalysisVideo DecompositionEdge DetectionVideo Decomposition MethodComputational GeometryVideo RestorationGeometric ModelingOld Video RestorationMachine VisionVideo ManipulationComputer VisionNatural SciencesTime DomainMotion Analysis
In old video restoration, automatic detection of common defects, e.g., scratches and blotches, has always been emphasized. While prior thoughts mainly focus on detecting blotches and linear, vertical scratches separately, this paper contributes to a more generalized and challenging issue: simultaneous detection of blotches and complex scratches in video, with much less knowledge of them. We investigate the characteristics of blotches and scratches in space and time domain, and propose a novel detection method based on two main steps: cartoon-texture decomposition in the space domain and content-defect separation in the time domain. We then formulate it into convex optimization problems and develop corresponding algorithms. The experiment results demonstrate that the proposed method is of high detection accuracy, verifying the effectiveness of our detection via a video decomposition method.
29
Robust principal component analysis?
Emmanuel J. Candès, Xiaodong Li, Yi Ma et al. · Journal of the ACM · 2011 · 6.7K citations