Open access Jurnal SINTA 1
A New Approach of Iris Detection and Recognition
International Journal of Electrical and Computer Engineering (IJECE) · Vol. 7 No. 5 (2017)
- ISSN
- 2088-8708, 2088-8708
- Published
- 2017-10-01
- Publisher
- Institute of Advanced Engineering and Science
Abstract
This paper proposes an IRIS recognition and detection model for measuring the e-security. This proposed model consists of the following blocks: segmentation and normalization, feature encoding and feature extraction, and classification. In first phase, histogram equalization and canny edge detection is used for object detection. And then, Hough Transformation is utilized for detecting the center of the pupil of an IRIS. In second phase, Daugmen’s Rubber Sheet model and Log Gabor filter is used for normalization and encoding and as a feature extraction method GNS (Global Neighborhood Structure) map is used, finally extracted feature of GNS is feed to the SVM (Support Vector Machine) for training and testing. For our tested dataset, experimental results demonstrate 92% accuracy in real portion and 86% accuracy in imaginary portion for both eyes. In addition, our proposed model outperforms than other two conventional methods exhibiting higher accuracy.
Collaboration network of the authors
22 authors · 45 co-authorship links · 5 across different organisations
Hover or tap a name to highlight its co-authors. Double-click to open the author's page.
- BRAC University
- University of Dhaka
- UNSW Canberra
- Chittagong University of Engineering & Technology
- Affiliation unknown
- Different organisations
- Same organisation
- Affiliation unknown
- Thicker line = more joint articles · bigger circle = more articles
Show as table
| Co-author | Organisation | Joint articles |
|---|---|---|
| Nibras Ar Rakib | BRAC University | 1 |
| SM Zamshed Farhan | Affiliation unknown | 1 |
| Md. Mashrur Bari Sobhan | BRAC University | 1 |
| Arafat Habib | BRAC University | 1 |
| Rafid Ahmed | BRAC University | 1 |
| Md. Sazzadul Islam | BRAC University | 1 |
| Fabian Parsia George | BRAC University | 1 |
| Istiaque Mannafee Shaikat | BRAC University | 1 |
| Prommy Sultana Hossain | BRAC University | 1 |
| Mohammad Zavid Parvez | BRAC University | 1 |
| Amitabha Chakrabarty | BRAC University | 1 |
| Zannatul Ferdoush | BRAC University | 1 |
| Booshra Nazifa Mahmud | BRAC University | 1 |
| Md. Monirul Islam | University of Dhaka | 1 |
| Mohammad Abul Kashem | University of Dhaka | 1 |
| Md. Hasan Furhad | Affiliation unknown | 1 |
| Ripon Kumar Chakrabortty | UNSW Canberra | 1 |
| Michael J. Ryan | Affiliation unknown | 1 |
| Iqbal Hasan Sarker | Chittagong University of Engineering & Technology | 1 |
Affiliations come from OpenAlex; journal OAI-PMH metadata carries none. Authors without an OpenAlex ID are matched by name, which can merge or split people.