Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Videos

Multiple competitive learning network fusion for object classification.

X Tang1

  • 1Deep Submergence Lab., Woods Hole Oceanogr. Instn., MA.

IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society
|February 8, 2008
PubMed
Summary
This summary is machine-generated.

Related Concept Videos

You might also read

Related Articles

Articles linked to this work by shared authors, journal, and citation graph.

Sort by
Same author

[The composition and antimicrobial resistance of isolates from lower respiratory tract and blood in hospitalized patients in respiratory ward: a multicenter national study in China].

Zhonghua jie he he hu xi za zhi = Zhonghua jiehe he huxi zazhi = Chinese journal of tuberculosis and respiratory diseases·2018
Same author

Precision Measurement of the e^{+}e^{-}→Λ_{c}^{+}Λ[over ¯]_{c}^{-} Cross Section Near Threshold.

Physical review letters·2018
Same author

Incidence of hepatitis B virus infection in young Chinese blood donors born after mandatory implementation of neonatal hepatitis B vaccination nationwide.

Journal of viral hepatitis·2018
Same author

[Progress in research of family-based cohort study on common chronic non-communicable diseases in rural population in northern China].

Zhonghua liu xing bing xue za zhi = Zhonghua liuxingbingxue zazhi·2018
Same author

[Expression of chemokine like factor-like myelin and lymphocyte and related proteins for vesicle trafficking and membrane link transmembrane domain-containing protein 2 in rats with varicocele].

Beijing da xue xue bao. Yi xue ban = Journal of Peking University. Health sciences·2017
Same author

[Anterior corneal high-order aberrations in eyes with senile cataract in a Chinese population].

[Zhonghua yan ke za zhi] Chinese journal of ophthalmology·2017
Same journal

Strategic Ability Updating in Concurrent Games by Coalitional Commitment.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2015
Same journal

Meta-Analysis of the First Facial Expression Recognition Challenge.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
Same journal

Adjustable model-based fusion method for multispectral and panchromatic images.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
Same journal

Face Feature Weighted Fusion Based on Fuzzy Membership Degree for Video Face Recognition.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
Same journal

A New Adaptive Fast Cellular Automaton Neighborhood Detection and Rule Identification Algorithm.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
Same journal

Human-arm-and-hand-dynamic model with variability analyses for a stylus-based haptic interface.

IEEE transactions on systems, man, and cybernetics. Part B, Cybernetics : a publication of the IEEE Systems, Man, and Cybernetics Society·2012
See all related articles

This study presents a novel neural network fusion method for enhanced pattern recognition. The approach improves classification accuracy for underwater plankton images using multiple competitive learning networks.

Area of Science:

  • Computer Science
  • Artificial Intelligence
  • Machine Learning

Background:

  • Pattern recognition is crucial for image analysis.
  • Combining multiple classifiers can improve accuracy.
  • Learning Vector Quantization (LVQ) networks are effective classifiers.

Purpose of the Study:

  • To introduce a multiple competitive learning neural network fusion method.
  • To develop serial and parallel fusion algorithms.
  • To assess the method's efficacy in classifying underwater plankton images.

Main Methods:

  • A confidence level measure was defined for LVQ classifiers.
  • Serial and parallel network fusion algorithms were developed.
  • Two feature vectors (morphological granulometry and Fourier descriptors) were used.

Related Experiment Videos

  • The method was applied to over 8000 underwater plankton images.

    • Main Results:

    • The fusion method achieved high classification accuracy.
    • Training data accuracy exceeded 92%.
    • Testing data accuracy reached over 85%.

    Conclusions:

    • The proposed neural network fusion method effectively enhances pattern recognition.
    • The developed algorithms demonstrate robust performance in complex image classification tasks.
    • This approach shows significant potential for biological image analysis.