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A dual-bound algorithm for very fast and exact template matching.
- Source :
-
IEEE transactions on pattern analysis and machine intelligence [IEEE Trans Pattern Anal Mach Intell] 2011 Mar; Vol. 33 (3), pp. 459-70. - Publication Year :
- 2011
-
Abstract
- Recently proposed fast template matching techniques employ rejection schemes derived from lower bounds on the match measure. This paper generalizes that idea and shows that in addition to lower bounds, upper bounds on the match measure can be used to accelerate the search. An algorithm is proposed that utilizes both lower and upper bounds to detect the k best matches in an image. The performance of this dual-bound algorithm is guaranteed; it always detects the k best matches. Theoretical analysis and experimental results show that its runtime compares favorably with previously proposed real-time exact template-matching schemes.
- Subjects :
- Artificial Intelligence
Computer Systems
Matched-Pair Analysis
Reproducibility of Results
Sensitivity and Specificity
Signal Processing, Computer-Assisted
Subtraction Technique instrumentation
Algorithms
Image Enhancement methods
Image Interpretation, Computer-Assisted methods
Information Storage and Retrieval methods
Pattern Recognition, Automated methods
Subjects
Details
- Language :
- English
- ISSN :
- 1939-3539
- Volume :
- 33
- Issue :
- 3
- Database :
- MEDLINE
- Journal :
- IEEE transactions on pattern analysis and machine intelligence
- Publication Type :
- Academic Journal
- Accession number :
- 20479491
- Full Text :
- https://doi.org/10.1109/TPAMI.2010.105