Simple Gabor feature space for invariant object recognition

Authors:
Ville Kyrki;Joni-Kristian Kamarainen;Heikki Kälviäinen
Affiliations:
Laboratory of Information Processing, Department of Information Technology, Lappeenranta University of Technology, P.O. Box 20, FIN-53851 Lappeenranta, Finland;Laboratory of Information Processing, Department of Information Technology, Lappeenranta University of Technology, P.O. Box 20, FIN-53851 Lappeenranta, Finland;Laboratory of Information Processing, Department of Information Technology, Lappeenranta University of Technology, P.O. Box 20, FIN-53851 Lappeenranta, Finland
Venue:
Pattern Recognition Letters
Year:
2004

Citing 5
Cited 40

The Generalized Gabor Scheme of Image Representation in Biological and Machine Vision

IEEE Transactions on Pattern Analysis and Machine Intelligence
Image Representation Using 2D Gabor Wavelets

IEEE Transactions on Pattern Analysis and Machine Intelligence
Distortion Invariant Object Recognition in the Dynamic Link Architecture

IEEE Transactions on Computers
Fundamental Frequency Gabor Filters for Object Recognition

ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 1 - Volume 1
Hypotheses-driven affine invariant localization of faces in verification systems

AVBPA'03 Proceedings of the 4th international conference on Audio- and video-based biometric person authentication

Feature-Based Affine-Invariant Localization of Faces

IEEE Transactions on Pattern Analysis and Machine Intelligence
A robust method for eye features extraction on color image

Pattern Recognition Letters
Feature representation and discrimination based on Gaussian mixture model probability densities-Practices and algorithms

Pattern Recognition
MutualBoost learning for selecting Gabor features for face recognition

Pattern Recognition Letters
A modified Gabor function for content based image retrieval

Pattern Recognition Letters
Measuring Translation Shiftability of Frames

Computers & Mathematics with Applications
MutualBoost learning for selecting Gabor features for face recognition

Pattern Recognition Letters - Special issue on vision for crime detection and prevention
Information theory for Gabor feature selection for face recognition

EURASIP Journal on Applied Signal Processing
Invariant object recognition using eigenvalues of covariance matrices and autocorrelation

AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Facial feature extraction using complex dual-tree wavelet transform

Computer Vision and Image Understanding
Invariant 2D object recognition using eigenvalues of covariance matrices, re-sampling and autocorrelation

Expert Systems with Applications: An International Journal
Original paper: Weed image classification using Gabor wavelet and gradient field distribution

Computers and Electronics in Agriculture
Gabor-Based Kernel Partial-Least-Squares Discrimination Features for Face Recognition

Informatica
Invariant 2D object recognition using KRA and GRA

Expert Systems with Applications: An International Journal
Generalized fuzzy C-means clustering algorithm with improved fuzzy partitions

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Recognizing faces using Adaptively Weighted Sub-Gabor Array from a single sample image per enrolled subject

Image and Vision Computing
Rotation invariant texture classification using LBP variance (LBPV) with global matching

Pattern Recognition
Enhanced soft subspace clustering integrating within-cluster and between-cluster information

Pattern Recognition
Invariant and adaptive geometrical texture features for defect detection and classification

Pattern Recognition
Object class detection using local image features and point pattern matching constellation search

SCIA'07 Proceedings of the 15th Scandinavian conference on Image analysis
Using local features to measure land development in urban regions

Pattern Recognition Letters
Methodological improvement on local Gabor face recognition based on feature selection and enhanced Borda count

Pattern Recognition
The complete gabor-fisher classifier for robust face recognition

EURASIP Journal on Advances in Signal Processing - Special issue on advanced image processing for defense and security applications
Affine-invariant face detection and localization using GMM-based feature detector and enhanced appearance model

FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Local invariant object localization based on a reduced color space

SSIP'05 Proceedings of the 5th WSEAS international conference on Signal, speech and image processing
A concurrent neural module classifier for automated target recognition in SAR imagery

ICCOMP'10 Proceedings of the 14th WSEAS international conference on Computers: part of the 14th WSEAS CSCC multiconference - Volume I
Multiple scale neural architecture for face recognition

Pattern Recognition and Image Analysis
Classification in the Gabor time-frequency domain of non-stationary signals embedded in heavy noise with unknown statistical distribution

International Journal of Applied Mathematics and Computer Science - Computational Intelligence in Modern Control Systems
InfoBoost for selecting discriminative gabor features

CAIP'05 Proceedings of the 11th international conference on Computer Analysis of Images and Patterns
Model based selection and classification of local features for recognition using gabor filters

ICIAR'06 Proceedings of the Third international conference on Image Analysis and Recognition - Volume Part II
Object evidence extraction using simple gabor features and statistical ranking

SCIA'05 Proceedings of the 14th Scandinavian conference on Image Analysis
Gabor feature selection for face recognition using improved adaboost learning

IWBRS'05 Proceedings of the 2005 international conference on Advances in Biometric Person Authentication
Explicit integration of identity information from skin regions to improve face recognition

ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
Multi-cue based place learning for mobile robot navigation

AIS'12 Proceedings of the Third international conference on Autonomous and Intelligent Systems
HoGG: Gabor and HoG-based human detection for surveillance in non-controlled environments

Neurocomputing
MLP-based face recognition with Gabor filters and PCA

Pattern Recognition and Image Analysis
Fuzzy partition based soft subspace clustering and its applications in high dimensional data

Information Sciences: an International Journal
Reliable Face Recognition Using Artificial Neural Network

International Journal of System Dynamics Applications
Global matching to enhance the strength of local intensity order pattern feature descriptor

ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
Fusion of local normalization and Gabor entropy weighted features for face identification

Pattern Recognition

Quantified Score

Hi-index	0.10

Visualization

Abstract

Invariant object recognition is one of the most challenging problems in computer vision. The authors propose a simple Gabor feature space, which has been successfully applied to applications, e.g., in invariant face detection to extract facial features in demanding environments. In the proposed feature space, illumination, rotation, scale, and translation invariant recognition of objects can be realized within a reasonable amount of computation. In this study, fundamental properties of Gabor features, construction of the simple feature space, and invariant search operations in the feature space are discussed in more detail.