A multiscale representation including opponent color features for texture recognition

Authors:
A. Jain;G. Healey
Affiliations:
Dept. of Electr. & Comput. Eng., California Univ., Irvine, CA;-
Venue:
IEEE Transactions on Image Processing
Year:
1998

Citing 0
Cited 35

Relevance Feedback and Term Weighting Schemes for Content-Based Image Retrieval

VISUAL '99 Proceedings of the Third International Conference on Visual Information and Information Systems
Axiom - A Modular Visual Object Retrieval System

KI '02 Proceedings of the 25th Annual German Conference on AI: Advances in Artificial Intelligence
Multispectral Texture Analysis Using Interplane Sum- and Difference-Histograms

Proceedings of the 24th DAGM Symposium on Pattern Recognition
Image Content-Based Retrieval Using Chromaticity Moments

IEEE Transactions on Knowledge and Data Engineering
Enhanced Perceptual Distance Functions and Indexing for Image Replica Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
Color texture measurement and segmentation

Signal Processing - Special section on content-based image and video retrieval
Comparative experiment with colour texture classifiers using the CCR feature space

Pattern Recognition Letters
Illumination invariant recognition of three-dimensional texture in color images

Journal of Computer Science and Technology
Computer analysis of Van Gogh's complementary colours

Pattern Recognition Letters
TEXEMS: Texture Exemplars for Defect Detection on Random Textured Surfaces

IEEE Transactions on Pattern Analysis and Machine Intelligence
Image retrieval measures based on illumination invariant textural MRF features

Proceedings of the 6th ACM international conference on Image and video retrieval
A two stage neural network-based personal identification system using handprint

Neurocomputing
Using Gabor filter for the illumination invariant recognition of color texture

Mathematics and Computers in Simulation
Rotation-invariant colour texture classification through multilayer CCR

Pattern Recognition Letters
Image Segmentation based on Inter-feature Distance Maps

Proceedings of the 2005 conference on Artificial Intelligence Research and Development
Recognition of coloured and textured images through a multi-scale neural architecture with orientational filtering and chromatic diffusion

Neurocomputing
Dynamic tongueprint: A novel biometric identifier

Pattern Recognition
Filter Banks for Hyperspectral Pixel Classification of Satellite Images

CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
A Multi-Scale Algorithm for Graffito Advertisement Detection from Images of Real Estate

AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
Scale Analysis of Several Filter Banks for Color Texture Classification

ISVC '09 Proceedings of the 5th International Symposium on Advances in Visual Computing: Part II
Experimentation on the use of chromaticity features, local binary pattern, and discrete cosine transform in colour texture analysis

SCIA'03 Proceedings of the 13th Scandinavian conference on Image analysis
Surface grading of bamboo strips using multi-scale color texture features in eigenspace

Computers and Electronics in Agriculture
Illumination invariant and rotational insensitive textural representation

ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
A psychophysical evaluation of texture degradation descriptors

SSPR&SPR'10 Proceedings of the 2010 joint IAPR international conference on Structural, syntactic, and statistical pattern recognition
Image segmentation based on the integration of colour-texture descriptors-A review

Pattern Recognition
Fourier fractal descriptors for colored texture analysis

ACIVS'11 Proceedings of the 13th international conference on Advanced concepts for intelligent vision systems
Adaptive matrices for color texture classification

CAIP'11 Proceedings of the 14th international conference on Computer analysis of images and patterns - Volume Part II
Illumination invariant color texture analysis based on sum- and difference-histograms

PR'05 Proceedings of the 27th DAGM conference on Pattern Recognition
Gabor filter-based texture features to archaeological ceramic materials characterization

ICISP'12 Proceedings of the 5th international conference on Image and Signal Processing
Tongue-print: a novel biometrics pattern

ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
An approach for extracting illumination-independent texture features

ICIAR'07 Proceedings of the 4th international conference on Image Analysis and Recognition
Texture recognition using robust Markovian features

MUSCLE'11 Proceedings of the 2011 international conference on Computational Intelligence for Multimedia Understanding
Color texture classification based on gravitational collapse

Pattern Recognition
Illuminant invariant descriptors for color texture classification

CCIW'13 Proceedings of the 4th international conference on Computational Color Imaging
A comparative study of color texture features for face analysis

CCIW'13 Proceedings of the 4th international conference on Computational Color Imaging

Quantified Score

Hi-index	0.01

Visualization

Abstract

We introduce a representation for color texture using unichrome and opponent features computed from Gabor filter outputs. The unichrome features are computed from the spectral bands independently while the opponent features combine information across different spectral bands at different scales. Opponent features are motivated by color opponent mechanisms in human vision. We present a method for efficiently implementing these filters, which is of particular interest for processing the additional information present in color images. Using a data base of 2560 image regions, we show that the multiscale approach using opponent features provides better recognition accuracy than other approaches