Extraction Of Minute Fingerprint Features Using Grey Level Co-occurrence Matrix Method With Improved FAR And FRR For Fingerprint Authentication In Comparison With Principal Component Analysis
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Published
Dec 8, 2021
Naga Guru Rahul Jayanthi
Nanmaran R
Abstract
Aim: The accuracy of the fingerprint authentication system can be improved by including more features from fingerprint images.This research aimed at developing fingerprint authentication systems using different feature extraction methods and ANN classifiers. Materials And Methods: In this research a grey-level co-occurrence matrix(GLCM) based feature extraction technique is proposed to improve the performance of the fingerprint authentication system.The proposed work is compared with another feature extraction technique called Principal component analysis(PCA) and the sample size for each group is 30.Results:The Artificial neural network (ANN) is used for fingerprint detection and the performance of fingerprint authentication is measured using two parameters namely False acceptance rate (FAR) and False rejection rate (FRR).Grey-level co-occurrence matrix(GLCM) provides mean FAR (0.0157) and FRR (86.86) and PCA provides mean FAR (0.0155)and FRR (76.33).Conclusion: Based on the experimental results and study the GLCM feature extraction along with ANN significantly performs better than PCA feature extraction along with ANN for fingerprint authentication system
How to Cite
Rahul Jayanthi, N. G., & Nanmaran R. (2021). Extraction Of Minute Fingerprint Features Using Grey Level Co-occurrence Matrix Method With Improved FAR And FRR For Fingerprint Authentication In Comparison With Principal Component Analysis. SPAST Abstracts, 1(01). Retrieved from https://spast.org/techrep/article/view/3685
Article Details
Keywords
Innovative Fingerprint authentication, Grey-level co-occurrence matrix (GLCM), Principal component analysis (PCA), Artificial intelligence(AI)
References
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Ezhilarasan, Devaraj, Velluru S. Apoorva, and Nandhigam Ashok Vardhan. 2019. “Syzygium Cumini Extract Induced Reactive Oxygen Species-Mediated Apoptosis in Human Oral Squamous Carcinoma Cells.” Journal of Oral Pathology & Medicine: Official Publication of the International Association of Oral Pathologists and the American Academy of Oral Pathology 48 (2): 115–21.
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“Feature Extraction of Thyroid Nodule US Images Using GLCM.” 2016. International Journal of Science and Research (IJSR). https://doi.org/10.21275/v5i1.nov152697.
Felicita, A. Sumathi, and A. Sumathi Felicita. 2018. “Orthodontic Extrusion of Ellis Class VIII Fracture of Maxillary Lateral Incisor – The Sling Shot Method.” The Saudi Dental Journal. https://doi.org/10.1016/j.sdentj.2018.05.001.
GovinDaraju, Lavanya, and Deepa Gurunathan. 2017. “Effectiveness of Chewable Tooth Brush in Children-A Prospective Clinical Study.” Journal of Clinical and Diagnostic Research: JCDR 11 (3): ZC31.
Gurunathan, Deepa, and Arunachalam Karthikeyan Shanmugaavel. 2016. “Dental Neglect among Children in Chennai.” Journal of the Indian Society of Pedodontics and Preventive Dentistry 34 (4): 364.
Hafeez, Nauma, and Others. 2016. “Accessory Foramen in the Middle Cranial Fossa.” Research Journal of Pharmacy and Technology 9 (11): 1880.
Jolliffe, I. T. 2013. Principal Component Analysis. Springer Science & Business Media.
Krishnan, Reshma Poothakulath, Pratibha Ramani, Herald J. Sherlin, Gheena Sukumaran, Abilasha Ramasubramanian, Gifrina Jayaraj, K. R. Don, and Archana Santhanam. 2018. “Surgical Specimen Handover from Operation Theater to Laboratory: A Survey.” Annals of Maxillofacial Surgery 8 (2): 234–38.
Kumar, Santhosh, and Reshma Rahman. 2017. “Knowledge, Awareness, and Practices Regarding Biomedical Waste Management among Undergraduate Dental Students.” Asian Journal of Pharmaceutical and Clinical Research 10 (8): 341.
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Mathew, Mebin George, S. R. Samuel, Ashu Jagdish Soni, and Korishettar Basavaraj Roopa. 2020. “Evaluation of Adhesion of Streptococcus Mutans, Plaque Accumulation on Zirconia and Stainless Steel Crowns, and Surrounding Gingival Inflammation in Primary Molars: Randomized Controlled Trial.” Clinical Oral Investigations, 1–6.
Meshkini, Khatere, and Hassan Ghassemian. 2017. “Texture Classification Using Shearlet Transform and GLCM.” 2017 Iranian Conference on Electrical Engineering (ICEE). https://doi.org/10.1109/iraniancee.2017.7985354.
Naikal, Nikhil, Allen Yang, and S. S. Sastry. 2011. “Informative Feature Selection for Object Recognition via Sparse PCA.” https://doi.org/10.21236/ada543168.
Palati, Sinduja, Pratibha Ramani, Heraldj Shrelin, Gheena Sukumaran, Abilasha Ramasubramanian, K. R. Don, Gifrina Jayaraj, and Archana Santhanam. 2020. “Knowledge, Attitude and Practice Survey on the Perspective of Oral Lesions and Dental Health in Geriatric Patients Residing in Old Age Homes.” Indian Journal of Dental Research. https://doi.org/10.4103/ijdr.ijdr_195_18.
Paramasivam, Arumugam, Jayaseelan Vijayashree Priyadharsini, and Subramanian Raghunandhakumar. 2020. “N6-Adenosine Methylation (m6A): A Promising New Molecular Target in Hypertension and Cardiovascular Diseases.” Hypertension Research: Official Journal of the Japanese Society of Hypertension 43 (2): 153–54.
Pc, J., T. Marimuthu, and P. Devadoss. 2018. “Prevalence and Measurement of Anterior Loop of the Mandibular Canal Using CBCT: A Cross Sectional Study.” Clinical Implant Dentistry and Related Research. https://europepmc.org/article/med/29624863.
Ramadurai, Neeraja, Deepa Gurunathan, A. Victor Samuel, Emg Subramanian, and Steven J. L. Rodrigues. 2019. “Effectiveness of 2% Articaine as an Anesthetic Agent in Children: Randomized Controlled Trial.” Clinical Oral Investigations 23 (9): 3543–50.
Ramesh, Asha, Sheeja Varghese, Nadathur D. Jayakumar, and Sankari Malaiappan. 2018. “Comparative Estimation of Sulfiredoxin Levels between Chronic Periodontitis and Healthy Patients - A Case-Control Study.” Journal of Periodontology 89 (10): 1241–48.
R, Hannah, R. Hannah, Pratibha Ramani, Arvind Ramanathan, Jancy Merlin R, S. Gheena, Abilasha Ramasubramanian, and K. Monika. 2020. “CYP2 C9 Polymorphism among Patients with Oral Squamous Cell Carcinoma and Its Role in Altering the Metabolism of Benzo[a]pyrene.” Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiology. https://doi.org/10.1016/j.oooo.2020.06.021.
Samuel, Srinivasan Raj. 2021. “Can 5-Year-Olds Sensibly Self-Report the Impact of Developmental Enamel Defects on Their Quality of Life?” International Journal of Paediatric Dentistry / the British Paedodontic Society [and] the International Association of Dentistry for Children 31 (2): 285–86.
Saravanan, Muthupandian, Selvaraj Arokiyaraj, Thangavelu Lakshmi, and Arivalagan Pugazhendhi. 2018. “Synthesis of Silver Nanoparticles from Phenerochaete Chrysosporium (MTCC-787) and Their Antibacterial Activity against Human Pathogenic Bacteria.” Microbial Pathogenesis 117 (April): 68–72.
Sindhu, S., and B. Arunadevi. 2018. “Fingerprint Authentication Based on Adaptive Greedy Registration of Minutiae Pairs.” 2018 2nd International Conference on Trends in Electronics and Informatics (ICOEI). https://doi.org/10.1109/icoei.2018.8553975.
Sneha, S., and Others. 2016. “Knowledge and Awareness Regarding Antibiotic Prophylaxis for Infective Endocarditis among Undergraduate Dental Students.” Asian Journal of Pharmaceutical and Clinical Research, 154–59.
Somasundaram, Sujatha, Karunya Ravi, K. Rajapandian, and Deepa Gurunathan. 2015. “Fluoride Content of Bottled Drinking Water in Chennai, Tamilnadu.” Journal of Clinical and Diagnostic Research: JCDR 9 (10): ZC32.
Sridharan, Gokul, Pratibha Ramani, Sangeeta Patankar, and Rajagopalan Vijayaraghavan. 2019. “Evaluation of Salivary Metabolomics in Oral Leukoplakia and Oral Squamous Cell Carcinoma.” Journal of Oral Pathology & Medicine: Official Publication of the International Association of Oral Pathologists and the American Academy of Oral Pathology 48 (4): 299–306.
Vijayakumar Jain, S., M. R. Muthusekhar, M. F. Baig, P. Senthilnathan, S. Loganathan, P. U. Abdul Wahab, M. Madhulakshmi, and Yogaen Vohra. 2019. “Evaluation of Three-Dimensional Changes in Pharyngeal Airway Following Isolated Lefort One Osteotomy for the Correction of Vertical Maxillary Excess: A Prospective Study.” Journal of Maxillofacial and Oral Surgery 18 (1): 139–46.
Vijayashree Priyadharsini, Jayaseelan. 2019. “In Silico Validation of the Non-Antibiotic Drugs Acetaminophen and Ibuprofen as Antibacterial Agents against Red Complex Pathogens.” Journal of Periodontology 90 (12): 1441–48.
Vijayashree Priyadharsini, J., A. S. Smiline Girija, and A. Paramasivam. 2018. “In Silico Analysis of Virulence Genes in an Emerging Dental Pathogen A. Baumannii and Related Species.” Archives of Oral Biology 94 (October): 93–98.
Wayman, James L., Anil K. Jain, Davide Maltoni, and Dario Maio. 2005. Biometric Systems: Technology, Design and Performance Evaluation. Springer Science & Business Media.
Wu, Fenglian, Jun Zhu, Guoliang Li, Jiaxin Wang, Vishnu Priya Veeraraghavan, Surapaneni Krishna Mohan, and Qingfu Zhang. 2019. “Biologically Synthesized Green Gold Nanoparticles from Siberian Ginseng Induce Growth-Inhibitory Effect on Melanoma Cells (B16).” Artificial Cells, Nanomedicine, and Biotechnology 47 (1): 3297–3305.
Yang, Wencheng, Song Wang, Jiankun Hu, Guanglou Zheng, and Craig Valli. 2019. “Security and Accuracy of Fingerprint-Based Biometrics: A Review.” Symmetry. https://doi.org/10.3390/sym11020141.
Chandrasekar, Raghavan, Shyamala Chandrasekhar, K. K. Shantha Sundari, and Poornima Ravi. 2020. “Development and Validation of a Formula for Objective Assessment of Cervical Vertebral Bone Age.” Progress in Orthodontics 21 (1): 38.
Choudhari, Sahil, and M. S. Thenmozhi. 2016. “Occurrence and Importance of Posterior Condylar Foramen.” Laterality 8: 11–43.
Conti, Vincenzo. 2017. “Biometric Authentication Overview: A Fingerprint Recognition Sensor Description.” International Journal of Biosensors & Bioelectronics. https://doi.org/10.15406/ijbsbe.2017.02.00011.
Dhinesh, B., J. Isaac JoshuaRamesh Lalvani, M. Parthasarathy, and K. Annamalai. 2016. “An Assessment on Performance, Emission and Combustion Characteristics of Single Cylinder Diesel Engine Powered by Cymbopogon Flexuosus Biofuel.” Energy Conversion & Management 117 (June): 466–74.
Eleyan, Alaa, and Hasan Demirel. 2009. “Co-Occurrence Based Statistical Approach for Face Recognition.” 2009 24th International Symposium on Computer and Information Sciences. https://doi.org/10.1109/iscis.2009.5291895.
Ezhilarasan, Devaraj, Velluru S. Apoorva, and Nandhigam Ashok Vardhan. 2019. “Syzygium Cumini Extract Induced Reactive Oxygen Species-Mediated Apoptosis in Human Oral Squamous Carcinoma Cells.” Journal of Oral Pathology & Medicine: Official Publication of the International Association of Oral Pathologists and the American Academy of Oral Pathology 48 (2): 115–21.
Faridah, Y., Haidawati Nasir, A. K. Kushsairy, Sairul I. Safie, Sheroz Khan, and Teddy S. Gunawan. 2016. “Fingerprint Biometric Systems.” Trends in Bioinformatics. https://doi.org/10.3923/tb.2016.52.58.
“Feature Extraction of Thyroid Nodule US Images Using GLCM.” 2016. International Journal of Science and Research (IJSR). https://doi.org/10.21275/v5i1.nov152697.
Felicita, A. Sumathi, and A. Sumathi Felicita. 2018. “Orthodontic Extrusion of Ellis Class VIII Fracture of Maxillary Lateral Incisor – The Sling Shot Method.” The Saudi Dental Journal. https://doi.org/10.1016/j.sdentj.2018.05.001.
GovinDaraju, Lavanya, and Deepa Gurunathan. 2017. “Effectiveness of Chewable Tooth Brush in Children-A Prospective Clinical Study.” Journal of Clinical and Diagnostic Research: JCDR 11 (3): ZC31.
Gurunathan, Deepa, and Arunachalam Karthikeyan Shanmugaavel. 2016. “Dental Neglect among Children in Chennai.” Journal of the Indian Society of Pedodontics and Preventive Dentistry 34 (4): 364.
Hafeez, Nauma, and Others. 2016. “Accessory Foramen in the Middle Cranial Fossa.” Research Journal of Pharmacy and Technology 9 (11): 1880.
Jolliffe, I. T. 2013. Principal Component Analysis. Springer Science & Business Media.
Krishnan, Reshma Poothakulath, Pratibha Ramani, Herald J. Sherlin, Gheena Sukumaran, Abilasha Ramasubramanian, Gifrina Jayaraj, K. R. Don, and Archana Santhanam. 2018. “Surgical Specimen Handover from Operation Theater to Laboratory: A Survey.” Annals of Maxillofacial Surgery 8 (2): 234–38.
Kumar, Santhosh, and Reshma Rahman. 2017. “Knowledge, Awareness, and Practices Regarding Biomedical Waste Management among Undergraduate Dental Students.” Asian Journal of Pharmaceutical and Clinical Research 10 (8): 341.
Mahnken, Scott. 2014. “Today’s Authentication Options: The Need for Adaptive Multifactor Authentication.” Biometric Technology Today. https://doi.org/10.1016/s0969-4765(14)70126-2.
Mathew, Mebin George, S. R. Samuel, Ashu Jagdish Soni, and Korishettar Basavaraj Roopa. 2020. “Evaluation of Adhesion of Streptococcus Mutans, Plaque Accumulation on Zirconia and Stainless Steel Crowns, and Surrounding Gingival Inflammation in Primary Molars: Randomized Controlled Trial.” Clinical Oral Investigations, 1–6.
Meshkini, Khatere, and Hassan Ghassemian. 2017. “Texture Classification Using Shearlet Transform and GLCM.” 2017 Iranian Conference on Electrical Engineering (ICEE). https://doi.org/10.1109/iraniancee.2017.7985354.
Naikal, Nikhil, Allen Yang, and S. S. Sastry. 2011. “Informative Feature Selection for Object Recognition via Sparse PCA.” https://doi.org/10.21236/ada543168.
Palati, Sinduja, Pratibha Ramani, Heraldj Shrelin, Gheena Sukumaran, Abilasha Ramasubramanian, K. R. Don, Gifrina Jayaraj, and Archana Santhanam. 2020. “Knowledge, Attitude and Practice Survey on the Perspective of Oral Lesions and Dental Health in Geriatric Patients Residing in Old Age Homes.” Indian Journal of Dental Research. https://doi.org/10.4103/ijdr.ijdr_195_18.
Paramasivam, Arumugam, Jayaseelan Vijayashree Priyadharsini, and Subramanian Raghunandhakumar. 2020. “N6-Adenosine Methylation (m6A): A Promising New Molecular Target in Hypertension and Cardiovascular Diseases.” Hypertension Research: Official Journal of the Japanese Society of Hypertension 43 (2): 153–54.
Pc, J., T. Marimuthu, and P. Devadoss. 2018. “Prevalence and Measurement of Anterior Loop of the Mandibular Canal Using CBCT: A Cross Sectional Study.” Clinical Implant Dentistry and Related Research. https://europepmc.org/article/med/29624863.
Ramadurai, Neeraja, Deepa Gurunathan, A. Victor Samuel, Emg Subramanian, and Steven J. L. Rodrigues. 2019. “Effectiveness of 2% Articaine as an Anesthetic Agent in Children: Randomized Controlled Trial.” Clinical Oral Investigations 23 (9): 3543–50.
Ramesh, Asha, Sheeja Varghese, Nadathur D. Jayakumar, and Sankari Malaiappan. 2018. “Comparative Estimation of Sulfiredoxin Levels between Chronic Periodontitis and Healthy Patients - A Case-Control Study.” Journal of Periodontology 89 (10): 1241–48.
R, Hannah, R. Hannah, Pratibha Ramani, Arvind Ramanathan, Jancy Merlin R, S. Gheena, Abilasha Ramasubramanian, and K. Monika. 2020. “CYP2 C9 Polymorphism among Patients with Oral Squamous Cell Carcinoma and Its Role in Altering the Metabolism of Benzo[a]pyrene.” Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiology. https://doi.org/10.1016/j.oooo.2020.06.021.
Samuel, Srinivasan Raj. 2021. “Can 5-Year-Olds Sensibly Self-Report the Impact of Developmental Enamel Defects on Their Quality of Life?” International Journal of Paediatric Dentistry / the British Paedodontic Society [and] the International Association of Dentistry for Children 31 (2): 285–86.
Saravanan, Muthupandian, Selvaraj Arokiyaraj, Thangavelu Lakshmi, and Arivalagan Pugazhendhi. 2018. “Synthesis of Silver Nanoparticles from Phenerochaete Chrysosporium (MTCC-787) and Their Antibacterial Activity against Human Pathogenic Bacteria.” Microbial Pathogenesis 117 (April): 68–72.
Sindhu, S., and B. Arunadevi. 2018. “Fingerprint Authentication Based on Adaptive Greedy Registration of Minutiae Pairs.” 2018 2nd International Conference on Trends in Electronics and Informatics (ICOEI). https://doi.org/10.1109/icoei.2018.8553975.
Sneha, S., and Others. 2016. “Knowledge and Awareness Regarding Antibiotic Prophylaxis for Infective Endocarditis among Undergraduate Dental Students.” Asian Journal of Pharmaceutical and Clinical Research, 154–59.
Somasundaram, Sujatha, Karunya Ravi, K. Rajapandian, and Deepa Gurunathan. 2015. “Fluoride Content of Bottled Drinking Water in Chennai, Tamilnadu.” Journal of Clinical and Diagnostic Research: JCDR 9 (10): ZC32.
Sridharan, Gokul, Pratibha Ramani, Sangeeta Patankar, and Rajagopalan Vijayaraghavan. 2019. “Evaluation of Salivary Metabolomics in Oral Leukoplakia and Oral Squamous Cell Carcinoma.” Journal of Oral Pathology & Medicine: Official Publication of the International Association of Oral Pathologists and the American Academy of Oral Pathology 48 (4): 299–306.
Vijayakumar Jain, S., M. R. Muthusekhar, M. F. Baig, P. Senthilnathan, S. Loganathan, P. U. Abdul Wahab, M. Madhulakshmi, and Yogaen Vohra. 2019. “Evaluation of Three-Dimensional Changes in Pharyngeal Airway Following Isolated Lefort One Osteotomy for the Correction of Vertical Maxillary Excess: A Prospective Study.” Journal of Maxillofacial and Oral Surgery 18 (1): 139–46.
Vijayashree Priyadharsini, Jayaseelan. 2019. “In Silico Validation of the Non-Antibiotic Drugs Acetaminophen and Ibuprofen as Antibacterial Agents against Red Complex Pathogens.” Journal of Periodontology 90 (12): 1441–48.
Vijayashree Priyadharsini, J., A. S. Smiline Girija, and A. Paramasivam. 2018. “In Silico Analysis of Virulence Genes in an Emerging Dental Pathogen A. Baumannii and Related Species.” Archives of Oral Biology 94 (October): 93–98.
Wayman, James L., Anil K. Jain, Davide Maltoni, and Dario Maio. 2005. Biometric Systems: Technology, Design and Performance Evaluation. Springer Science & Business Media.
Wu, Fenglian, Jun Zhu, Guoliang Li, Jiaxin Wang, Vishnu Priya Veeraraghavan, Surapaneni Krishna Mohan, and Qingfu Zhang. 2019. “Biologically Synthesized Green Gold Nanoparticles from Siberian Ginseng Induce Growth-Inhibitory Effect on Melanoma Cells (B16).” Artificial Cells, Nanomedicine, and Biotechnology 47 (1): 3297–3305.
Yang, Wencheng, Song Wang, Jiankun Hu, Guanglou Zheng, and Craig Valli. 2019. “Security and Accuracy of Fingerprint-Based Biometrics: A Review.” Symmetry. https://doi.org/10.3390/sym11020141.
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