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New iris recognition method for noisy iris images

Kwang Yong Shin, Gi Pyo Nam, Dae Sik Jeong, Dal Ho Cho, Byung Jun Kang, Kang Ryoung Park, Jaihie Kim
2012 Pattern Recognition Letters  
To overcome these problems, we propose a new iris recognition algorithm for noisy iris images. This research is novel in the following three ways compared to previous works.  ...  The noisy iris images increase the intra-individual variations, thus markedly degrading recognition accuracy.  ...  Conclusion We propose a new iris recognition method for the iris images degraded by noisy factors.  ... 
doi:10.1016/j.patrec.2011.08.016 fatcat:ix5x3bj2c5gkze55lcjvykz3la

A Literature Review on Iris Segmentation Techniques for Iris Recognition Systems

Ms. Sruthi.T.K Ms. Sruthi.T.K
2013 IOSR Journal of Computer Engineering  
A review of various segmentation approaches used in iris recognition is done in this paper. The survey is represented in tabular form for quick reference.  ...  The performance of the iris recognition systems depends heavily on segmentation and normalization techniques.  ...  Segmentation approach based on Fourier spectral density A new segmentation method for noisy frontal view iris images which is captured with minimum cooperation based on the Fourier spectral density [7  ... 
doi:10.9790/0661-1114650 fatcat:wqz2anfa6zel5czataxxcgfvem

Access Office by Iris Recognition

Musab A.M. Ali, Nooritawati Md Tahir
2010 2010 Fourth Asia International Conference on Mathematical/Analytical Modelling and Computer Simulation  
Noisy iris image due lighting reflections 61 3.20 Noisy iris image due specular reflections. 62 3.21 Noisy iris image due to poor focus. 62 3.22 Partial captured iris 63 3.23 Out-of-iris  ...  69 3.28 Use Case Diagrams for access windows by iris recognition 68 4.2 Sequence diagram for access widows by iris recognition 69 4.3 Number of training images vs. failure rate 70 4.4 Number  ... 
doi:10.1109/ams.2010.72 fatcat:lkg3onx4ybhsjopza5e6ka5ohi

Performance Evaluation of Proposed Segmentation Framework with Existing Techniques for Noisy Iris Images

Rajeev Gupta, Ashok Kumar
2015 International Journal of Computer Applications  
While different iris segmentation techniques continue to appear, there has been a lack of recognition accuracy of existing methods with noisy iris dataset.  ...  To handle iris images (captured on less constrained conditions) with some types of noise (iris obstructions and specular reflection), the authors shows the results of performance evaluation of their proposed  ...  The authors future work will concern segmenting noisy irises when the lower or upper eyelids and eyelashes cover the pupil of the iris, which is currently not handled and optimization of the code, so that  ... 
doi:10.5120/19939-1723 fatcat:6vbcexsww5fvjavu3awz465qna

Segmentation Approach for a Noisy Iris Images Based on Hybrid Techniques

Hala J. Abdelwahed, Ashwaq T. Hashim, Ahmed M. Hasan
2020 Engineering and Technology Journal  
Iris recognition indicates the procedure of recognizing humans based on their both left and right iris patterns.  ...  Nowadays there is rapid progress in realizing an old dream of developing a user-friendly recognition system. Most of the new projects became a nightmare of security of the system.  ...  PROPOSED METHOD Iris segmentation is an effective and vital step for implementing the iris recognition system.  ... 
doi:10.30684/etj.v38i11a.450 fatcat:drk2cyc4ujcx3dpy67vtcqbt6y

Wavelet Packet Based IRIS Texture Analysis for Person Authentication

Sunita Lokhande, Vishram N. Bapat
2013 Signal & Image Processing An International Journal  
Most of the researchers has been focused on the development of new iris pre-processing and recognition algorithms for good quail iris images.  ...  In this iris information is encoded based on energy of wavelet packets.. Our proposed work significantly decreases the error rate in recognition of noisy images.  ...  Iris normalization converts iris image from Cartesian coordinates to Polar coordinators. This work propose a new iris recognition method that uses wavelet packets decomposition using Haar wavelet.  ... 
doi:10.5121/sipij.2013.4208 fatcat:g3da5b3gtbccdf6c522ypjv7uy

Toward Noncooperative Iris Recognition: A Classification Approach Using Multiple Signatures

Hugo Proenca, Luis Alexandre
2007 IEEE Transactions on Pattern Analysis and Machine Intelligence  
We propose an iris classification method that divides the segmented and normalized iris image into six regions, makes an independent feature extraction and comparison for each region, and combines each  ...  Experiments show a substantial decrease, higher than 40 percent, of the false rejection rates in the recognition of noisy iris images.  ...  As reported in Section 4, this method contributes for a substantial decrease of the error rates in the recognition of noisy iris images.  ... 
doi:10.1109/tpami.2007.1016 pmid:17299218 fatcat:4me3doe2hnc6vnnixgwwtiohyy

Iris Image Enhancement for the Recognition of Non-ideal Iris Images

2016 KSII Transactions on Internet and Information Systems  
Iris recognition for biometric personnel identification has gained much interest owing to the increasing concern with security today.  ...  The image quality plays a major role in the performance of iris recognition systems.  ...  We are also thankful to SOCIA lab of the University of Beira Interior for using UBIRIS.v2 iris images dataset.  ... 
doi:10.3837/tiis.2016.04.025 fatcat:3vlhaidjtjehxfeox6t32e4ije

A New User Dependent Iris Recognition System Based on an Area Preserving Pointwise Level Set Segmentation Approach

Nakissa Barzegar, M. Shahram Moin
2009 EURASIP Journal on Advances in Signal Processing  
This paper presents a new user dependent approach in iris recognition systems.  ...  Another contribution of our work is in the iris segmentation phase, where a new pointwise level set approach with area preserving has been used for determining inner and outer iris boundaries, both exclusively  ...  Conclusions We have proposed a new user-dependent iris recognition method.  ... 
doi:10.1155/2009/980159 fatcat:a5lwaez4wraqvonxdt5q47abua

Fast and efficient iris image enhancement using logarithmic image processing

Nadezhda Sazonova, Stephanie Schuckers, B. V. K. Vijaya Kumar, Salil Prabhakar, Arun A. Ross
2010 Biometric Technology for Human Identification VII  
We propose a new iris recognition algorithm for enhancement of normalized iris images.  ...  Low quality iris images such as blurry, low resolution images with poor illumination create a big challenge for iris recognition systems.  ...  Thus, methods for iris image enhancement play an important part in contributing to the accuracy of iris recognition systems.  ... 
doi:10.1117/12.851351 fatcat:q4mxlifounetrffdbrlvwnpggq

Unconstrained Biometric Recognition: Summary of Recent SOCIA Lab. Research [article]

Varsha Balakrishnan
2020 arXiv   pre-print
The idea is that it can be used as basis for someone wishing to entering in this research topic.  ...  among the most active in pursuing disruptive solutions for obtaining such extremely ambitious kind of automata.  ...  image acquisition conditions. f) A Method for the Identification of Noisy Regions in Normalized Iris Images [40] : This paper proposes a new method for the identification of noisy regions in normalized  ... 
arXiv:2001.09703v2 fatcat:hugkig4wxvgaldscwbobn6yhuy

A Method for the Identification of Noisy Regions in Normalized Iris Images

H. Proenca, L.A. Alexandre
2006 18th International Conference on Pattern Recognition (ICPR'06)  
In this paper we propose a new method for the identification of noisy regions in normalized iris images.  ...  We propose the extraction of 8 well known features for each pixel of the images followed by the classification through a neural network.  ...  Global methods seek for the classification of the whole image, as "poor focused" or "obstructed iris".  ... 
doi:10.1109/icpr.2006.100 dblp:conf/icpr/ProencaA06 fatcat:rnij3rghlnenfe65fq64knne7y

Noisy Iris Recognition Based on Deep Neural Network

Eman M. Omran, Randa F. Soliman, Maryam Mostafa Salah, Sameh A. Napoleon, El-Sayed M. El-Rabaie, Mustafa M. AbdeElnaby, Nabil A. Ismail, Ayman A. Eisa, Fathi abd El-samie
2020 Menoufia Journal of Electronic Engineering Research  
It may ariseto the iris recognition systems due to environmental conditions that can affects the features extracted from the iris images.  ...  Iris recognition is one of the Biometric systems used for persons identification based on their special iris traits, which are unique featuresfor each individual.  ...  on a new collection of iris images.  ... 
doi:10.21608/mjeer.2020.103276 fatcat:zifmyobppvhgpejwinvirbjjrm

Improving Iris Recognition Accuracy via Cascaded Classifiers [chapter]

Zhenan Sun, Yunhong Wang, Tieniu Tan, Jiali Cui
2004 Lecture Notes in Computer Science  
Then the iris blob matcher is resorted to determine the input iris' identity because it is capable of recognizing noisy images.  ...  As a reliable approach to human identification, iris recognition has received increasing attention in recent years.  ...  Their thanks also go to those who have contributed to the establishment of the CASIA Iris Image Database.  ... 
doi:10.1007/978-3-540-25948-0_58 fatcat:h4uzxd6b4nfqxdl6c6ihqajz4i

The NICE.I: Noisy Iris Challenge Evaluation - Part I

Hugo Proenca, Luis A. Alexandre
2007 2007 First IEEE International Conference on Biometrics: Theory, Applications, and Systems  
First, instead of the complete iris recognition process, it exclusively evaluates the iris segmentation and noise detection stages, allowing the independent evaluation of one of the main recognition error  ...  Second, it operates on highly noisy images that were captured to simulate less constrained imaging environments and constitute the second version of the UBIRIS database (UBIRIS.v2).  ...  -Soft Computing and Image Analysis Group in the contest organization and in the UBIRIS.v2 database construction.  ... 
doi:10.1109/btas.2007.4401910 fatcat:5dkrcuulbzdjjo6iumqicir7le
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