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

Texture decomposition by harmonics extraction from higher order statistics.

Yong Huang1, Kap Luk Chan

  • 1School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore. huangyong@pmail.ntu.edu.sg

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
|September 21, 2004
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

Tracklet Association by Online Target-Specific Metric Learning and Coherent Dynamics Estimation.

IEEE transactions on pattern analysis and machine intelligence·2017
Same author

Video tracking using learned hierarchical features.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2015
Same author

Incorporating patch subspace model in Mumford-Shah type active contours.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2013
Same author

Casein kinase iδ mutations in familial migraine and advanced sleep phase.

Science translational medicine·2013
Same author

Complete mitochondrial genome of the longfin grouper Epinephelus quoyanus (Serranidae: Epinephelinae).

Mitochondrial DNA·2013
Same author

[Prime study of Gekko gecko in HPLC fingerprint].

Zhong yao cai = Zhongyaocai = Journal of Chinese medicinal materials·2013
Same journal

Mask-guided Asymmetric Contrastive and Semantic Alignment for Unsupervised Person Re-Identification.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same journal

Hyperbolic Cycle Alignment for Infrared-Visible Image Fusion.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same journal

Learning Gaze Synthesizer via 3D-eye Controlled Diffusion and Cross-domain Feature Alignment.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same journal

Underlying Semantic Diffusion for Effective and Efficient In-Context Learning.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same journal

DiffRES: Unleashing Text-to-Image Diffusion Models for Generative Referring Expression Segmentation without Information Leakage.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
Same journal

Location Matters: Frequency-Spatial Dual Space Adaptation for Cross-Domain Few-Shot Segmentation.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2026
See all related articles

This study introduces a novel harmonics extraction method using Higher Order Statistics (HOS) for texture decomposition. The technique effectively separates deterministic and indeterministic components, outperforming traditional methods.

Area of Science:

  • Image processing and signal analysis
  • Statistical signal processing

Background:

  • Texture decomposition is crucial for image analysis.
  • Traditional methods using lower order statistics have limitations.

Purpose of the Study:

  • To develop a new method for harmonics extraction from Higher Order Statistics (HOS) for texture decomposition.
  • To decompose textures into deterministic and indeterministic components using a unified model.

Main Methods:

  • Utilizing the diagonal slice of fourth-order cumulants.
  • Estimating a power spectrum to extract harmonic frequencies.
  • Applying a Wold-like decomposition procedure.

Main Results:

  • The diagonal slice of fourth-order cumulants is proportional to the autocorrelation of a related noiseless sinusoidal signal.

Related Experiment Videos

  • Harmonic frequencies can be easily extracted from the estimated power spectrum.
  • The proposed method is effective for texture decomposition.

    • Conclusions:

    • The developed HOS-based method provides superior texture decomposition compared to lower order statistics.
    • This approach enables a unified texture model by separating deterministic and indeterministic components.