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  Published Paper Details:

  Paper Title

Ensuring High Accuracy in Biometric Security: The Stability and Reliability of Iris Recognition

  Authors

  Rahul M,  Preeti Suresh Palled,  Sindhu. H,  Ravi. R,  B. Padmavathy

  Keywords

Iris recognition, biometric authentication, RANSAC, CNN, Softmax classifiers, Multimodal biometrics.

  Abstract


Eye-based biometric systems, leveraging retina and iris recognition, offer high reliability for human authentication. Iris recognition is favored for its stability and accuracy, even among identical twins, but faces challenges like eyelid and eyelash occlusions. This paper proposes a system using preprocessing, the MLRP algorithm, and image matching for efficient implementation. It refines iris recognition in less constrained imaging scenarios with an algorithm employing RANSAC and direct ellipse fitting for improved boundary localization. The system, validated using SDUMLA-HMT, CASIA-Iris-V3, and IITD databases, demonstrates high recognition rates, surpassing traditional methods. Additionally, IrisConvNet, a multimodal system using CNNs and Softmax classifiers, enhances performance and generalization. This approach, validated across three datasets, combines face and iris recognition for increased accuracy and security, overcoming traditional biometric challenges. The system's robustness and efficiency make it a leading solution in biometric authentication, promising broad application in security and identification systems.

  IJCRT's Publication Details

  Unique Identification Number - IJCRT2407510

  Paper ID - 265731

  Page Number(s) - e395-e403

  Pubished in - Volume 12 | Issue 7 | July 2024

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  Rahul M,  Preeti Suresh Palled,  Sindhu. H,  Ravi. R,  B. Padmavathy,   "Ensuring High Accuracy in Biometric Security: The Stability and Reliability of Iris Recognition", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.12, Issue 7, pp.e395-e403, July 2024, Available at :http://www.ijcrt.org/papers/IJCRT2407510.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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