DocumentCode
1011522
Title
Directional Filtering for Sequential Image Analysis
Author
Vihonen, Juho ; Jylhä, Juha ; Ala-Kleemola, Timo ; Ruotsalainen, Marja ; Kauppila, Jarmo ; Huotilainen, Tommi ; Rauhamaa, Juhani ; Visa, Ari
Author_Institution
Inst. of Signal Process., Tampere Univ. of Technol., Tampere
Volume
15
fYear
2008
fDate
6/30/1905 12:00:00 AM
Firstpage
902
Lastpage
905
Abstract
Image sequences produced by, e.g., electro-optical sensors are being used increasingly for continuous quality monitoring and surveillance. This letter considers the important problem of multiframe change point detection of signals with unknown dynamics. We propose a new CUSUM-based (cumulative SUM) detector for detecting noise-obscured signals in a sequence of frames. Our sequential detector adopts directional filtering, a search philosophy of interesting pixels, of state-of-the-art detector that employs dynamic programming (DP) for so-called track-before-detect (TBD) processing. In case of a persistent change, a detailed comparison reveals our CUSUM-based detector superior to the DP-based TBD detector.
Keywords
dynamic programming; filtering theory; image sequences; signal detection; video surveillance; CUSUM-based detector; continuous quality monitoring; directional filtering; dynamic programming; electro-optical sensor; multiframe change point detection; noise-obscured signal detection; sequential image analysis; state-of-the-art detector; surveillance; track-before-detect processing; Detectors; Electrooptic devices; Filtering; Image analysis; Image sensors; Image sequence analysis; Image sequences; Monitoring; Signal detection; Surveillance; Dynamic programming; image analysis; sequential detection;
fLanguage
English
Journal_Title
Signal Processing Letters, IEEE
Publisher
ieee
ISSN
1070-9908
Type
jour
DOI
10.1109/LSP.2008.2007616
Filename
4691057
Link To Document