Skip to main content
Disciplines
Automotive Business IT + Informatics Construction + Real Estate Electrical Engineering + Electronics Energy + Sustainability Insurance + Risk Finance + Banking Management + Leadership Marketing + Sales Mechanical Engineering + Materials
Events
DE
EN
Books
Journals
Topic Page
Marketing
Start single access now
Access for companies
EXTENDED SEARCH
Log in
Top
Published in:
Fuzzy Modeling of Optimal Initial Drug Prescription Read chapter Read first chapter

2014 | OriginalPaper | Chapter

Affine SIFT Based on Particle Swarm Optimization

Authors : Xue-lian Cao, Guo-Rong Cai, Shui-li Chen

Published in: Fuzzy Information & Engineering and Operations Research & Management

Publisher: Springer Berlin Heidelberg

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

As for ASIFT, ASIFT has been proven to be invariant to image scaling and rotation. Specially, ASIFT enables matching of images with severe view point change and outperforms significantly the state-of-the-art methods. It accomplished this by simulating several views of the original images. However, we found that the simulated parameters are continuous, namely, transformations acquired by ASIFT cant express the real relationship between reference and input images. Therefore, a particle swarm optimization based sample strategy is presented in this paper. The basic idea is to search the best transform in continuous parameter space. Experimental results show that the proposed PSO-ASIFT algorithm could get more matches compared with the original ASIFT and SIFT.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

inform now

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

inform now
previous chapter Global Optimization of Linear Multiplicative Programming Using Univariate Search
next chapter Genetic Quantum Particle Swarm Optimization Algorithm for Solving Traveling Salesman Problems
Literature
1.
A. Wong, D. A. Clausi.: ARRSI: Automatic registration of remote-sensing images. IEEE Transaction on Geoscience and Remote Sensing 45(5): 1483–1493 (2007).
2.
B. Zitova’ and J. Flusser.: Image registration methods: a survey. Image and Vision Computing 21: 977–1000 (2003).
3.
C. Harris and M. Stephens.: A combined corner and edge detector. Alvey Vision Conference: 15–50 (1988).
4.
K. Mikolajczyk and C. Schmid.: Scale and Affine Invariant Interest Point Detectors. International Journal of Computer Vision 60(1): 63–86 (2004).
5.
K. Mikolajczyk and C. Schmid.: An affine invariant interest point detector. Proc. ECCV 1: 128–142 (2002).
6.
J. Matas, O. Chum, M. Urban, and T. Pajdla.: Robust wide-baseline stereo from maximally stable extremal regions. Image and Vision Computing 22(10): 761–767 (2004).
7.
D. G. Lowe.: Distinctive image features from scale-invariant key points. International Journal of Computer Vision 60(2): 91–110 (2004).
8.
K. Mikolajczyk and C. Schmid.: A performance Evaluation of Local Descriptors. IEEE Trans. PAMI 27(10): 1615–2005 (2005).
9.
S. Belongie, J. Malik, and J. Puzicha.: Shape matching and object recognition using shape contexts. IEEE Transactions on Pattern Analysis and Machine Intelligence 24 (24): 509–522 (2002).
10.
A. Baumberg.: Reliable feature matching across widely separated views. Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition 1: 774–781 (2000).
11.
L. J. V. Gool, T. Moons, and D. Ungureanu.: Affine/Photometric Invariants for Planar Intensity Patterns. Proceedings of the 4th European Conference on Computer Vision 1: 642–651 (1996).
12.
Ke, Y.: R. Sukthankar.: PCA-SIFT: A more distinctive representation for local image descriptors. Proc. of the IEEE Conf. on Computer Vision and. Pattern Recognition 2, 506–51 (2004)
13.
K. Mikolajczyk and C. Schmid.: A Performance Evaluation of Local Descriptors. IEEE Transactions on Pattern Analysis and Machine Intelligence 27 (10): 1615–1630 (2005).
14.
H. Bay, T. Tuytelaars, and L. Van Gool.: Surf: Speeded up robust features. European Conference on Computer Vision 1: 404–417 (2006).
15.
J. M. Morel and G. Yu.: ASIFT: A New Framework for Fully Affine Invariant Image Comparison. SIAM Journal on Imaging Sciences 2(2): 438–469 (2009).
16.
J. L. Bentley.: Multidimensional binary search trees used for associative searching. Communications of the ACM 18(9): 509–517 (1975).
17.
Kennedy and Eberhart RC.: Particle Swarm Optimization. Proceeding of IEEE International Conference on Neural Networks. Piscataway, NJ: IEEE service center: 1942–1948 (1995).
18.
B. Y. You, G. L. Chen, and W. Z. Guo.: Topology control in wireless sensor networks based on discrete particle swarm optimization. Proceeding of IEEE International Conference on Intelligent Computing and Intelligent Systems 11: 269–273 (2009).
Metadata
Title
Affine SIFT Based on Particle Swarm Optimization
Authors
Xue-lian Cao
Guo-Rong Cai
Shui-li Chen
Copyright Year
2014
Publisher
Springer Berlin Heidelberg
Book
Fuzzy Information & Engineering and Operations Research & Management

Print ISBN: 978-3-642-38666-4

Electronic ISBN: 978-3-642-38667-1

Copyright Year: 2014

DOI
https://doi.org/10.1007/978-3-642-38667-1_7

Premium Partner

    Image Credits