Title :
Blotch Detection for Digital Archives Restoration based on the Fusion of Spatial and Temporal Detectors
Author :
Tilie, Sorin ; Laborelli, Louis ; Bloch, Isabelle
Author_Institution :
DRE, INA, Bry Sur Marne
Abstract :
This paper proposes a method based on the Dempster-Shafer evidence theory for the detection of blotches in digitized archive film sequences. The detection scheme relies on the fusion of two uncorrelated fast, no motion compensated, spatio-temporal blotch detectors. The imprecision and uncertainty of both detectors are modeled using Dempster-Shafer evidence theory, which improves the decision, by taking into account the ignorance and the conflict between detectors. We found that this combination scheme improves the global performance, and compares favorably to the motion compensated, complex and time consuming blotch detection methods, for real archive film sequences
Keywords :
image fusion; image restoration; image sequences; inference mechanisms; motion compensation; object detection; spatiotemporal phenomena; uncertainty handling; Dempster-Shafer evidence theory; blotches detection; digitized archive film sequence; motion compensation; spatio-temporal detector fusion; Costs; Design for disassembly; Detectors; Filtering; Filters; Hardware; High definition video; Image restoration; Motion detection; Uncertainty; Dempster-Shafer fusion; Film restoration; spatio-temporal filtering;
Conference_Titel :
Information Fusion, 2006 9th International Conference on
Conference_Location :
Florence
Print_ISBN :
1-4244-0953-5
Electronic_ISBN :
0-9721844-6-5
DOI :
10.1109/ICIF.2006.301637