Speaker identification and verification using Gaussian mixture speaker models
Speech Communication
Discrete Time Processing of Speech Signals
Discrete Time Processing of Speech Signals
Dynamic Programming Optimisation for On-line Signature Verificatio
ICDAR '97 Proceedings of the 4th International Conference on Document Analysis and Recognition
Selection of Points for On-Line Signature Comparison
IWFHR '04 Proceedings of the Ninth International Workshop on Frontiers in Handwriting Recognition
Identity authentication using improved online signature verification method
Pattern Recognition Letters
A comparative study on the consistency of features in on-line signature verification
Pattern Recognition Letters
Spectrum Analysis Based onWindows with Variable Widths for Online Signature Verification
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Biometrics: Personal Identification in Networked Society
Biometrics: Personal Identification in Networked Society
On-line signature recognition based on VQ-DTW
Pattern Recognition
The Concentration of Fractional Distances
IEEE Transactions on Knowledge and Data Engineering
On The Effects of Sampling Rate and Interpolation in HMM-Based Dynamic Signature Verification
ICDAR '07 Proceedings of the Ninth International Conference on Document Analysis and Recognition - Volume 02
An on-line signature verification system based on fusion of local and global information
AVBPA'05 Proceedings of the 5th international conference on Audio- and Video-Based Biometric Person Authentication
Target dependent score normalization techniques and their application to signature verification
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Minimizing spatial deformation method for online signature matching
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Practical On-Line Signature Verification
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Online signature verification using Fourier descriptors
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Enhanced DTW based on-line signature verification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Online signature verification with support vector machines based on LCSS kernel functions
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on gait analysis
Fast on-line signature recognition based on VQ with time modeling
Engineering Applications of Artificial Intelligence
Dynamic signature recognition based on fisher discriminant
CIARP'11 Proceedings of the 16th Iberoamerican Congress conference on Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
Score fusion in text-dependent speaker recognition systems
COST'10 Proceedings of the 2010 international conference on Analysis of Verbal and Nonverbal Communication and Enactment
Proceedings of the South African Institute for Computer Scientists and Information Technologists Conference
Dynamic signature recognition based on modified windows technique
CISIM'12 Proceedings of the 11th IFIP TC 8 international conference on Computer Information Systems and Industrial Management
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
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This work presents a new proposal for an efficient on-line signature recognition system with very low computational load and storage requirements, suitable to be used in resource-limited systems like smart-cards. The novelty of the proposal is in both the feature extraction and classification stages, since it is based on the use of size normalized signatures, which allows for similarity estimation, usually based on dynamic time warping (DTW) or hidden Markov models (HMMs), to be performed by an easy distance calculation between vectors, which is computed using fractional distance, instead of the more typical Euclidean one, so as to overcome the concentration phenomenon that appears when data are high dimensional. Verification and identification tasks have been carried out using the MCYT database, achieving an EER (common threshold) of 6.6% and 1.8% with skilled and random forgeries, respectively, in the first task and 3.6% of error in the second. The proposed system outperforms DTW-based and HMM-based ones, even though these have proved to be very efficient in on-line signature recognition, with storage requirements between 9 and 90 times lesser and a processing speed between 181 and 713 times greater than the DTW-based systems.