Score Fusing In a Multimodal System
نویسندگان
چکیده
Biometrics consists of techniques for identifying persons based upon one or more intrinsic physical or behavioral traits. A system which is based only on a single biometric identifier in making a personal identification is often not able to meet the desired performance requirements. Multimodal biometrics is an emerging field of biometric technology, where more than one biometric trait to improve the combined performance. This paper presents a new approach to combine decisions from face and fingerprint classifiers for multi-modal biometry by exploiting the individual classifier space on the basis of availability of class specific information present in the classifier space. This system takes advantage of the capabilities of each individual biometrics. It can be used to overcome some of the limitations of a single biometrics, increases the performance and robustness of identity authentication systems. In this context, a key matter is the fusion of a two different modality to obtain a final decision of classification. We propose to evaluate a binary classification schemes: support vector Machine to carry on the fusion. The experimental results show that merging multiple biometrics can help to reduce the error rate of the system.
منابع مشابه
Multimodal medical image fusion based on Yager’s intuitionistic fuzzy sets
The objective of image fusion for medical images is to combine multiple images obtained from various sources into a single image suitable for better diagnosis. Most of the state-of-the-art image fusing technique is based on nonfuzzy sets, and the fused image so obtained lags with complementary information. Intuitionistic fuzzy sets (IFS) are determined to be more suitable for civilian, and medi...
متن کاملSCORE LEVEL FUSION OF MULTIMODAL BIOMETRICS In line with attempts to find superior performance using multimodal biometric systems, different methods of fusing individual biometric data
In line with attempts to find superior performance using multimodal biometric systems, different methods of fusing individual biometric data have been attempted. As noted from previous chapters, the performance of individual biometric systems has been improved by refinements in feature extraction methods. In order to achieve the maximum possible accuracy out of authentication process, scores fr...
متن کاملMultimodal Person Verification from Video Sequences
In this paper, a multimodal person verification system based on fusing information derived from face and speech signals is proposed. Principle component analysis and independent component analysis techniques are used for face verification and melfrequency-cepstral coefficients are used for speaker verification. The matching scores from individual modalities are combined using the sum rule. The ...
متن کاملScore Normalization in Multimodal Systems using Generalized Extreme Value Distribution
In multimodal biometric systems, human identification is performed by fusing information in different ways like sensor-level, feature-level, score-level, rank-level and decision-level. Score-level fusion is preferred over other levels of fusion because of its low complexity and sufficient availability of information for fusion. However, the scores obtained from different unimodal systems are he...
متن کاملA Decision Support System for Urban Journey Planning in Multimodal Public Transit Network
The goal of this paper is to develop a Decision Support System (DSS) as a journey planner in complex and large multimodal urban network called Rahyar. Rahyar attempts to identify the most desirable itinerary among all feasible alternatives. The desirability of an itinerary is measured by a disutility function, which is defined as a weighted sum of some criteria. The weight...
متن کاملتأثیر آموزش به شیوه سخنرانی و چندبعدی بر بهبود زخم پای دیابتی و پایبندی بیماران به توصیه های مراقبتی
Background and Aim: Some patients with diabetes do not follow the foot care recommendations. Methods of patient education may affect the rate of compliance and ulcer healing. The present study aimed to compare the effects of teaching by lecture and multimodal method on compliance with foot care recommendations and healing of diabetic foot ulcers in kashan city, during 2011. Material &Method...
متن کامل