The Bayes Decision Rule Induced Similarity Measures

Authors:
Chengjun Liu
Affiliations:
-
Venue:
IEEE Transactions on Pattern Analysis and Machine Intelligence
Year:
2007

Citing 14
Cited 14

Introduction to statistical pattern recognition (2nd ed.)

Introduction to statistical pattern recognition (2nd ed.)
Toward Improved Ranking Metrics

IEEE Transactions on Pattern Analysis and Machine Intelligence
Empirical Evaluation Techniques in Computer Vision

Empirical Evaluation Techniques in Computer Vision
Guest Editors' Introduction: Biometrics-The Future of Identification

Computer
Face recognition: A literature survey

ACM Computing Surveys (CSUR)
Biometrics: A Grand Challenge

ICPR '04 Proceedings of the Pattern Recognition, 17th International Conference on (ICPR'04) Volume 2 - Volume 02
Overview of the Face Recognition Grand Challenge

CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
Metric Learning for Text Documents

IEEE Transactions on Pattern Analysis and Machine Intelligence
A survey of approaches and challenges in 3D and multi-modal 3D + 2D face recognition

Computer Vision and Image Understanding
Capitalize on Dimensionality Increasing Techniques for Improving Face Recognition Grand Challenge Performance

IEEE Transactions on Pattern Analysis and Machine Intelligence
Nearest Neighbors by Neighborhood Counting

IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning Weighted Metrics to Minimize Nearest-Neighbor Classification Error

IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces for recognition

Journal of Cognitive Neuroscience
Robust coding schemes for indexing and retrieval from large face databases

IEEE Transactions on Image Processing

Fusion of the complementary Discrete Cosine Features in the YIQ color space for face recognition

Computer Vision and Image Understanding
ICA color space for pattern recognition

IEEE Transactions on Neural Networks
Robust, accurate and efficient face recognition from a single training image: A uniform pursuit approach

Pattern Recognition
Emulating biological strategies for uncontrolled face recognition

Pattern Recognition
Extracting discriminative color features for face recognition

Pattern Recognition Letters
Iris recognition based on robust iris segmentation and image enhancement

International Journal of Biometrics
Intrinsic dimension induced similarity measure for clustering

ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
The small sample size problem of ICA: A comparative study and analysis

Pattern Recognition
Effective use of color information for large scale face verification

Neurocomputing
Fusing magnitude and phase features for robust face recognition

ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Adaptive kernel size selection for correntropy based metric

ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume Part I
Feature local binary patterns with application to eye detection

Neurocomputing
Discriminant analysis and similarity measure

Pattern Recognition
Linear reconstruction measure steered nearest neighbor classification framework

Pattern Recognition

Quantified Score

Hi-index	0.14

Visualization

Abstract

This paper first shows that the popular whitened cosine similarity measure is related to the Bayes decision rule under specific assumptions and then presents two new similarity measures: the PRM Whitened Cosine (PWC) similarity measure and the Within-Class Whitened Cosine (WWC) similarity measure. Experiments on face recognition using the Face Recognition Grand Challenge (FRGC) version 2 database show the effectiveness of the new measures.