Title :
Integrating Line Tracking and 2D Haar Wavelet response for palmprint identification
Author :
Yudistira, Novanto ; Cholissodin, Imam ; Supianto, Ahmad Afif
Author_Institution :
Tek. Inf., Univ. Brawijaya, Malang, Indonesia
Abstract :
The progress of palmprint identification has become more advanced. Efforts to produce this kind of biometric recognition have been focused on the accuracy and speed to recognize. The critical part of recognition is features representations. It must be distinctive yet produce sparse data distribution and later could be used to differentiate intended classes. This paper proposes Line Tracking that is utilized in order to detect line points to be integrated with 2D Haar Wavelet (2D HW) as the descriptors. Recognition is evaluated by matching the feature vectors to consider who own the palmprint. The provided class is constrained into only registered users. Achieved average matching score is 97.27% using 10-fold cross-validation.
Keywords :
Haar transforms; feature extraction; image matching; image representation; object detection; object tracking; palmprint recognition; wavelet transforms; 2D HW; 2D Haar wavelet response; biometric recognition; cross-validation; feature representation; feature vector matching; line point detection; line tracking; palmprint identification; sparse data distribution; Accuracy; Biomedical engineering; Computational efficiency; Image edge detection; Information technology; Instruments; Vectors; 2D Haar Wavelet; Line Tracking; object matching; palmprint;
Conference_Titel :
Instrumentation, Communications, Information Technology, and Biomedical Engineering (ICICI-BME), 2013 3rd International Conference on
Conference_Location :
Bandung
Print_ISBN :
978-1-4799-1649-8
DOI :
10.1109/ICICI-BME.2013.6698523