In the global environment of COVID-19 outbreak, contactless biometric identification technology improves the security of services. As an important biometric recognition method, one of the important aspects of palmprint recognition is feature extraction. In order to perform palmprint image feature extraction and recognition accurately and efficiently, this paper proposes a wavelet transform palmprint image retrieval system. The palmprint image is extracted from the region of interest, and the wavelet transform is used to decompose the palmprint region of interest into third-order decomposition and fourth-order decomposition for feature vector extraction, and the distance criterion is used to transform different decomposition scales and filter combinations for image similarity retrieval. The experimental results show that the combination of pkva and pkva filters with four scale transformations on ROI images has the highest retrieval rate of about 0.94, and the feature vectors are a combination of absolute mean, kurtosis, variance, roughness and smoothness.
Cite this paper
Ge, D. , Chen, X. and Tu, Y. (2022). Wavelet Transform ROI Palmprint Image Retrieval System. Open Access Library Journal, 9, e8986. doi: http://dx.doi.org/10.4236/oalib.1108986.
Sanchez-Reillo, R., Sanchez-Avila, C. and Gonzalez-Marcos, A. (2000) Biometric Identification through Hand Geometry Measurements. IEEE Transactions on Pattern Analysis and Machine Intelligence, 22, 1168-1171.
https://doi.org/10.1109/34.879796
Li, W., Zhang, B., Zhang, L., et al. (2012) Principal Line-Based Alignment Refinement for Palmprint Recognition. IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), 42, 1491-1499.
https://doi.org/10.1109/TSMCC.2012.2195653
Zhu, J., Zhong, D. and Luo, K. (2020) Boosting Unconstrained Palmprint Recognition with Adversarial Metric Learning. IEEE Transactions on Biometrics, Behavior, and Identity Science, 2, 388-398. https://doi.org/10.1109/TBIOM.2020.3003406
Chen, X., Yu, M., Yue, F., et al. (2021) Orientation Field Code Hashing: A Novel Method for Fast Palmprint Identification. IEEE/CAA Journal of Automatica Sinica, 8, 1038-1051. https://doi.org/10.1109/JAS.2020.1003186
Jing, K., Zhang, X. and Xu, X. (2022) Double-Laplacian Mixture-Error Model-Based Supervised Group-Sparse Coding for Robust Palmprint Recognition. IEEE Transactions on Circuits and Systems for Video Technology, 32, 3125-3140.
https://doi.org/10.1109/TCSVT.2021.3103941
Ito, K., Suzuki, Y., Kawai, H., et al. (2022) HandSegNet: Hand Segmentation Using Convolutional Neural Network for Contactless Palmprint Recognition. IET Biometrics, 11, 109-123. https://doi.org/10.1049/bme2.12058
Kumar, A. and Zhang, D. (2006) Personal Recognition Using Hand Shape and Texture. IEEE Transactions on Image Processing, 15, 2454-2461.
https://doi.org/10.1109/TIP.2006.875214
Saliha, A., Karima, B., Mouloud, K., et al. (2014) Extraction Method of Region of Interest from Hand Palm: Application with Contactless and Touchable Devices. 2014 10th International Conference on Information Assurance and Security, Okinawa, 28-30 November 2014, 77-82. https://doi.org/10.1109/ISIAS.2014.7064624
Lin, S., Xu, T. and Yin, X. (2016) Region of Interest Extraction for Palmprint and Palm Vein Recognition. 2016 9th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), Datong, 15-17 October 2016, 538-542. https://doi.org/10.1109/CISP-BMEI.2016.7852769
Ashraf, R., Ahmed, M., Jabbar, S., et al. (2018) Content Based Image Retrieval by Using Color Descriptor and Discrete Wavelet Transform. Journal of Medical Systems, 42, 44. https://doi.org/10.1007/s10916-017-0880-7
Lasmar, N.E. and Berthoumieu, Y. (2014) Gaussian Copula Multivariate Modeling for Texture Image Retrieval Using Wavelet Transforms. IEEE Transactions on Image Processing, 23, 2246-2261. https://doi.org/10.1109/TIP.2014.2313232
Khalid, M.J., Irfan, M., Ali, T., et al. (2020) Integration of Discrete Wavelet Transform, DBSCAN, and Classifiers for Efficient Content Based Image Retrieval. Electronics, 9, Article No. 1886. https://doi.org/10.3390/electronics9111886
Prathibha, G., Parveen, S.S., Rashmi, C.V., et al. (2014) Content Based Medical Image Retrieval Using Lifting Scheme Based Discrete Wavelet Transform. International Journal of Computer Science and Information Technologies, 5, 2391-2396.
Wong, C.F., Zhu, J., Vai, M.I., et al. (2005) Face Image Retrieval in Video Sequences Using Lifting Wavelets Transform Feature Extraction. Proceedings of the Ninth International Symposium on Consumer Electronics (ISCE 2005), Macau, 14-16 June 2005, 167-171.
Qiang, Y., Sheng, C. and Yin, D. (2020) Method of Tire Pattern Image Retrieval Based on Wavelet Transform and Siamese Network. Proceedings of the 2020 International Conference on Aviation Safety and Information Technology, Weihai, 14-16 October 2020, 587-592. https://doi.org/10.1145/3434581.3434690
