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 Concept Videos

Shape and Texture of Coarse Aggregate01:25

Shape and Texture of Coarse Aggregate

1.1K
Aggregate shape is classified based on the relative sharpness or roundness of the edges and corners. This classification includes categories like rounded, angular, elongated, and flaky, each with specific characteristics. Rounded aggregates, fully shaped by attrition, are typical of river or seashore gravel, while angular aggregates, such as crushed rock, have well-defined edges. Aggregates that are elongated and flaky are less desirable, as they can reduce the workability and strength of...
1.1K

You might also read

Related Articles

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

Sort by
Same author

Evaluation of red CdTe and near infrared CdHgTe quantum dots by fluorescent imaging.

Journal of nanoscience and nanotechnology·2008
Same author

Exploring feasibility of multicolored CdTe quantum dots for in vitro and in vivo fluorescent imaging.

Journal of nanoscience and nanotechnology·2008
Same author

[Effects of Dahuang Zhechong Pill on expressions of tissue inhibitor of metalloproteinase-1 and plasminogen activator inhibitor-1 in rats with glomerulosclerosis].

Zhong xi yi jie he xue bao = Journal of Chinese integrative medicine·2008
Same author

[Construction and expression of a fusion protein containing extracellular domain of human Delta-like1 and Fc fragment of human IgG1 in the Pichia pastoris].

Xi bao yu fen zi mian yi xue za zhi = Chinese journal of cellular and molecular immunology·2008
Same author

[Preparation and characterization of the monoclonal antibodies to PTD-bcr/abl].

Xi bao yu fen zi mian yi xue za zhi = Chinese journal of cellular and molecular immunology·2008
Same author

Prostaglandin F2alpha induces the normoxic activation of the hypoxia-inducible factor-1 transcription factor in differentiating 3T3-L1 preadipocytes: Potential role in the regulation of adipogenesis.

Journal of cellular biochemistry·2008

Related Experiment Video

Updated: Mar 26, 2026

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
08:27

Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

Published on: January 5, 2024

1.7K

Median Robust Extended Local Binary Pattern for Texture Classification.

Li Liu, Songyang Lao, Paul W Fieguth

    IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
    |February 2, 2016
    PubMed
    Summary
    This summary is machine-generated.

    Introducing the median robust extended Local Binary Patterns (MRELBP), a novel texture descriptor. MRELBP enhances robustness to noise and captures macrostructure information, outperforming traditional methods with high classification accuracy.

    More Related Videos

    Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
    13:44

    Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

    Published on: August 30, 2013

    43.8K

    Related Experiment Videos

    Last Updated: Mar 26, 2026

    Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines
    08:27

    Author Spotlight: Efficient Image Recognition Using Directional Gradient Histogram Technique and Support Vector Machines

    Published on: January 5, 2024

    1.7K
    Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns
    13:44

    Detection of Architectural Distortion in Prior Mammograms via Analysis of Oriented Patterns

    Published on: August 30, 2013

    43.8K

    Area of Science:

    • Computer Vision
    • Image Processing
    • Machine Learning

    Background:

    • Local Binary Patterns (LBP) are efficient texture features but sensitive to noise and lack macrostructure detail.
    • Existing LBP variants struggle with noise robustness and capturing broader texture patterns.
    • Limitations in traditional LBP hinder its application in challenging image conditions.

    Purpose of the Study:

    • To introduce a novel texture descriptor, Median Robust Extended LBP (MRELBP).
    • To address the noise sensitivity and macrostructure limitations of traditional LBP.
    • To develop a computationally efficient and robust texture classification method.

    Main Methods:

    • Developed MRELBP by comparing regional image medians instead of raw intensities.
    • Implemented a multiscale descriptor using a novel sampling scheme for capturing diverse texture information.
    • Evaluated MRELBP on benchmark datasets including Outex test suites.

    Main Results:

    • MRELBP demonstrated high robustness to grayscale variations, rotation, and various noise types (Gaussian, blur, salt-and-pepper, random corruption).
    • Achieved excellent classification scores: 99.82% (Outex-1), 99.38% (Outex-3), and 99.77% (Outex-4).
    • Maintained high performance at a low computational cost compared to traditional LBP.

    Conclusions:

    • MRELBP effectively overcomes the noise sensitivity and macrostructure limitations of traditional LBP.
    • The proposed descriptor offers superior texture classification performance and robustness.
    • MRELBP is a promising feature descriptor for real-world applications with noisy or varied image data.