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Directional Filtering for Sequential Image Analysis

delete2008-01-01
delete6
PRE
AI
J
Juho Vihonen *
J
Juha Jylhä
T
Timo Ala-Kleemola
M
Marja Ruotsalainen
J
Jarmo Kauppila
T
Tommi Huotilainen
J
Juhani Rauhamaa
A
Ari Visa
DOI:10.1109/LSP.2008.2007616delete
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Abstract

Abstract

En 中文
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 [1] 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
image analysis
sequential detection
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Signal Processing Magazine cover
IEEE Signal Processing Magazine
IF:
9.6
Papers:
1.1W
Citations:
1.7W

Organization

T
Tampere University
Scholars:
1.4W
Papers: 1.3W
Citations: 1.4W
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