A Method of Combining Multiple Experts for the Recognition of Unconstrained Handwritten Numerals
IEEE Transactions on Pattern Analysis and Machine Intelligence
IEEE Transactions on Pattern Analysis and Machine Intelligence
AVBPA '97 Proceedings of the First International Conference on Audio- and Video-Based Biometric Person Authentication
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Proceedings of the Second International Workshop on Multiple Classifier Systems
MCS '01 Proceedings of the Second International Workshop on Multiple Classifier Systems
Person Authentication by Fusing Face and Speech Information
AVBPA '97 Proceedings of the First International Conference on Audio- and Video-Based Biometric Person Authentication
Hybrid Biometric Person Authentication Using Face and Voice Features
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
Information Fusion in Biometrics
AVBPA '01 Proceedings of the Third International Conference on Audio- and Video-Based Biometric Person Authentication
An Experimental Comparison of Fixed and Trained Fusion Rules for Crisp Classifier Outputs
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
ICMCS '99 Proceedings of the 1999 IEEE International Conference on Multimedia Computing and Systems - Volume 02
Fusion of face and speech data for person identity verification
IEEE Transactions on Neural Networks
Fusion of LDA and PCA for Face Verification
ECCV '02 Proceedings of the International ECCV 2002 Workshop Copenhagen on Biometric Authentication
Analysis of Linear and Order Statistics Combiners for Fusion of Imbalanced Classifiers
MCS '02 Proceedings of the Third International Workshop on Multiple Classifier Systems
Recent advances in visual and infrared face recognition: a review
Computer Vision and Image Understanding
Soft biometrics-combining body weight and fat measurements with fingerprint biometrics
Pattern Recognition Letters
Text-Independent Writer Identification and Verification Using Textural and Allographic Features
IEEE Transactions on Pattern Analysis and Machine Intelligence
Reliability-based decision fusion in multimodal biometric verification systems
EURASIP Journal on Applied Signal Processing
Image and Vision Computing
MCS'11 Proceedings of the 10th international conference on Multiple classifier systems
An experimental comparison of different methods for combining biometric identification systems
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing - Volume Part II
AVAS: an audio-visual attendance system
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Bimodal speaker identification using dynamic bayesian network
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Fusion of finger types for fingerprint indexing using minutiae quadruplets
Pattern Recognition Letters
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In this paper, an experimental comparison between fixed and trained fusion rules for multimodal personal identity verification is reported. We focused on the behaviour of the considered fusion methods for ensembles of classifiers exhibiting significantly different performance, as this is one of the main characteristics of multimodal biometrics systems. The experiments were carried out on the XM2VTS database, using eight experts based on speech and face data. As fixed fusion methods, we considered the sum, majority voting, and order statistics based rules. The considered trained methods are the Behaviour Knowledge Space and the weighted averaging of classifiers outputs.