Vector quantization and signal compression
Vector quantization and signal compression
Handwritten signature retrieval and identification
Pattern Recognition Letters
What Size Test Set Gives Good Error Rate Estimates?
IEEE Transactions on Pattern Analysis and Machine Intelligence
Statistical Pattern Recognition: A Review
IEEE Transactions on Pattern Analysis and Machine Intelligence
Biometrics: Identity Verification in a Networked World
Biometrics: Identity Verification in a Networked World
Discrete Time Processing of Speech Signals
Discrete Time Processing of Speech Signals
A comparative study on the consistency of features in on-line signature verification
Pattern Recognition Letters
Biometrics: Personal Identification in Networked Society
Biometrics: Personal Identification in Networked Society
HMM-based on-line signature verification: Feature extraction and signature modeling
Pattern Recognition Letters
Online slant identification algorithm for curved strokes
SEPADS'08 Proceedings of the 7th WSEAS International Conference on Software Engineering, Parallel and Distributed Systems
Online signature slant feature identification algorithm
WSEAS Transactions on Computer Research
Artificial Intelligence in Medicine
On-line signature verification system with failure to enrol management
Pattern Recognition
Faster retrieval with a two-pass dynamic-time-warping lower bound
Pattern Recognition
Fuzzy declustering-based vector quantization
Pattern Recognition
Practical On-Line Signature Verification
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
On-Line Signature Matching Based on Hilbert Scanning Patterns
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
Pattern recognition using temporal fuzzy automata
Fuzzy Sets and Systems
Writer Identification Using Super Paramagnetic Clustering and Spatio Temporal Neural Network
CIARP '09 Proceedings of the 14th Iberoamerican Conference on Pattern Recognition: Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications
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
Nonlinear predictive models: overview and possibilities in speaker recognition
Progress in nonlinear speech processing
Low-complexity algorithms for biometric recognition
COST 2102'07 Proceedings of the 2007 COST action 2102 international conference on Verbal and nonverbal communication behaviours
Ergodic HMM-UBM system for on-line signature verification
BioID_MultiComm'09 Proceedings of the 2009 joint COST 2101 and 2102 international conference on Biometric ID management and multimodal communication
Enhanced DTW based on-line signature verification
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
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
Biometric-rich gestures: a novel approach to authentication on multi-touch devices
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Novel algorithm for the on-line signature verification
ICAISC'12 Proceedings of the 11th international conference on Artificial Intelligence and Soft Computing - Volume Part II
Effectiveness of pen pressure, azimuth, and altitude features for online signature verification
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
ICONIP'12 Proceedings of the 19th international conference on Neural Information Processing - Volume Part III
Communicative modalities for mobile device interaction
International Journal of Human-Computer Studies
Universal forgery features idea: a solution for user---adjusted threshold in signature verification
Transactions on Computational Collective Intelligence IX
On-line signature verification using vertical signature partitioning
Expert Systems with Applications: An International Journal
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This paper studies some pattern recognition algorithms for on-line signature recognition: vector quantization (VQ), nearest neighbor (NN), dynamic time warping (DTW) and hidden Markov models (HMM). We have used a database of 330 users which includes 25 skilled forgeries performed by five different impostors. This database is larger than the typical ones found in the literature. Experimental results reveal that our first proposed combination of VQ and DTW (by means of score fusion) outperforms the other algorithms (DTW, HMM) and achieves a minimum detection cost function (DCF) value equal to 1.37% for random forgeries and 5.42% for skilled forgeries. In addition, we present another combined DTW-VQ scheme which enables improvement of privacy for remote authentication systems, avoiding the submission of the whole original dynamical signature information (using codewords, instead of feature vectors). This system achieves similar performance than DTW.