Search research articles

ABOUT JoVE

Overview Leadership Blog JoVE Help Center

AUTHORS

Publishing Process Editorial Board Scope & Policies Peer Review FAQ Submit

LIBRARIANS

Testimonials Subscriptions Access Resources Library Advisory Board FAQ

RESEARCH

JoVE Journal Methods Collections JoVE Encyclopedia of Experiments Archive

EDUCATION

JoVE Core JoVE Business JoVE Science Education JoVE Lab Manual Faculty Resource Center Faculty Site

Terms & Conditions of Use

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

Longer storage of red blood cells is associated with increased in vitro erythrophagocytosis.

Vox sanguinis·2013

Same author

The use of Photovoice to document and characterize the food security of users of community food programs in Iqaluit, Nunavut.

Rural and remote health·2011

Same author

Clinical validation of an autoantibody test for lung cancer.

Annals of oncology : official journal of the European Society for Medical Oncology·2010

Same author

Technical validation of an autoantibody test for lung cancer.

Annals of oncology : official journal of the European Society for Medical Oncology·2010

Same author

A multiscale representation including opponent color features for texture recognition.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2008

Same author

Using Zernike moments for the illumination and geometry invariant classification of multispectral texture.

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society·2008

Same journal

Through the Looking Glass: A Dual Perspective on Weakly-Supervised Few-Shot Segmentation.

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

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

See all related articles

Search research articles

Related Experiment Video

Updated: Jul 7, 2026

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

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

Published on: August 30, 2013

Feature extraction for texture discrimination via random field models with random spatial interaction.

A Speis¹, G Healey

¹Dept. of Electr. and Comput. Eng., California Univ., Irvine, CA.

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society

|January 1, 1996

Summary

This summary is machine-generated.

Researchers developed a new random field model to accurately distinguish textured images from small samples, outperforming previous methods. This advance aids in analyzing surface textures with limited data.

More Related Videos

Reconstruction of 3-Dimensional Histology Volume and its Application to Study Mouse Mammary Glands

Reconstruction of 3-Dimensional Histology Volume and its Application to Study Mouse Mammary Glands

Published on: July 26, 2014

Topographical Estimation of Visual Population Receptive Fields by fMRI

Topographical Estimation of Visual Population Receptive Fields by fMRI

Published on: February 3, 2015

Related Experiment Videos

Last Updated: Jul 7, 2026

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

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

Published on: August 30, 2013

Reconstruction of 3-Dimensional Histology Volume and its Application to Study Mouse Mammary Glands

Reconstruction of 3-Dimensional Histology Volume and its Application to Study Mouse Mammary Glands

Published on: July 26, 2014

Topographical Estimation of Visual Population Receptive Fields by fMRI

Topographical Estimation of Visual Population Receptive Fields by fMRI

Published on: February 3, 2015

Area of Science:

Computer Vision
Image Analysis
Statistical Modeling

Background:

Distinguishing real surface textures from small image samples is challenging.
Ordinary conditional Markov fields show disappointing performance for this task.

Purpose of the Study:

To introduce a novel random field model for improved texture discrimination.
To establish theoretical properties and parameter estimation for the new model.

Main Methods:

Analysis of ordinary conditional Markov fields.
Introduction of a random field in a random environment model.
Establishment of power spectrum and autocorrelation function.
Development of a parameter estimation scheme.
Application of new features to real image data.

Main Results:

The proposed random field model significantly improves texture discrimination.
Accurate classification was achieved even with small image sample sizes (10x16 pixels).

Conclusions:

The novel random field approach offers a powerful tool for analyzing and classifying textured surfaces.
This method overcomes limitations of traditional models for small sample texture analysis.