A face and palmprint recognition approach based on discriminant DCT feature extraction

Authors:
Xiao-Yuan Jing;D. Zhang
Affiliations:
Bio-Comput. Res. Center, Harbin Inst. of Technol., Shenzhen, China;-
Venue:
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Year:
2004

Citing 0
Cited 33

Improved-LDA based face recognition using both facial global and local information

Pattern Recognition Letters
Face and palmprint pixel level fusion and Kernel DCV-RBF classifier for small sample biometric recognition

Pattern Recognition
Three measures for secure palmprint identification

Pattern Recognition
Palmprint verification based on robust line orientation code

Pattern Recognition
Palmprint verification based on robust line orientation code

Pattern Recognition
WND-CHARM: Multi-purpose image classification using compound image transforms

Pattern Recognition Letters
A Novel Approach for Automatic Palmprint Recognition

CAI '07 Proceedings of the 20th conference of the Canadian Society for Computational Studies of Intelligence on Advances in Artificial Intelligence
Palmprint Recognition by Applying Wavelet Subband Representation and Kernel PCA

MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
A survey of palmprint recognition

Pattern Recognition
Kernel Principal Component Analysis of Gabor Features for Palmprint Recognition

ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Color face recognition for degraded face images

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Palmprint Recognition Based on Subspace Analysis of Gabor Filter Bank

PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Feature extraction using discrete cosine transform and discrimination power analysis with a face recognition technology

Pattern Recognition
Local contrast enhancement and adaptive feature extraction for illumination-invariant face recognition

Pattern Recognition
Personal identification based on weighting key point scheme for hand image

IWCIA'08 Proceedings of the 12th international conference on Combinatorial image analysis
Incremental learning of LDA model for Chinese writer adaptation

Neurocomputing
An EDBoost algorithm towards robust face recognition in JPEG compressed domain

Image and Vision Computing
Palmprint recognition based on neighborhood rough set

ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Robust face recognition under different facial expressions, illumination variations and partial occlusions

MMM'11 Proceedings of the 17th international conference on Advances in multimedia modeling - Volume Part II
A novel representation of palm-print for recognition

ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part II
Blockwise projection matrix versus blockwise data on undersampled problems: Analysis, comparison and applications

Pattern Recognition
Stockwell transform based palm-print recognition

Applied Soft Computing
A Comparative Study of Palmprint Recognition Algorithms

ACM Computing Surveys (CSUR)
Automatic decision method of effective transform coefficients for face recognition

EUC'06 Proceedings of the 2006 international conference on Embedded and Ubiquitous Computing
Palmprint verification based on 2D - Gabor wavelet and pulse-coupled neural network

Knowledge-Based Systems
Palmprint based recognition system using phase-difference information

Future Generation Computer Systems
A wavelet-based dominant feature extraction algorithm for palm-print recognition

Digital Signal Processing
On-line fast palmprint identification based on adaptive lifting wavelet scheme

Knowledge-Based Systems
A Gabor-block-based kernel discriminative common vector approach using cosine kernels for human face recognition

Computational Intelligence and Neuroscience
A comparative study of fuzzy evolutionary techniques for footprint recognition and performance improvement using wavelet-based fuzzy neural network

International Journal of Computer Applications in Technology
A novel classification method for palmprint recognition based on reconstruction error and normalized distance

Applied Intelligence
Score level fusion of voting strategy of geometric hashing and SURF for an efficient palmprint-based identification

Journal of Real-Time Image Processing
Selection of discriminative sub-regions for palmprint recognition

Multimedia Tools and Applications

Quantified Score

Hi-index	0.00

Visualization

Abstract

In the field of image processing and recognition, discrete cosine transform (DCT) and linear discrimination are two widely used techniques. Based on them, we present a new face and palmprint recognition approach in this paper. It first uses a two-dimensional separability judgment to select the DCT frequency bands with favorable linear separability. Then from the selected bands, it extracts the linear discriminative features by an improved Fisherface method and performs the classification by the nearest neighbor classifier. We detailedly analyze theoretical advantages of our approach in feature extraction. The experiments on face databases and palmprint database demonstrate that compared to the state-of-the-art linear discrimination methods, our approach obtains better classification performance. It can significantly improve the recognition rates for face and palmprint data and effectively reduce the dimension of feature space.