Face Recognition Using Morphological Analysis of Images

Saiba Nazah; Md. Monjurul Islam

Face Recognition Using Morphological Analysis of Images

Saiba Nazah * §

Contact

Md. Monjurul Islam

Contact

§ Chittagong University of Engineering and Technology

Face Recognition Using Morphological Analysis of Images

Article Fingerprint

ReserarchID

CSTTYL79

Face Recognition Using Morphological Analysis of Images Banner

AI TAKEAWAY

Connecting with the Eternal Ground

Abstract

Face recognition from still and motion image has been an active and emerging research area in the field of image processing, pattern recognition and so on in the recent years . The challenges associated with discriminant face recognition can be attributed to the following factors such as pose, facial expression, occlusion, image orientation, image condition, presence or absence of structural component and many more. In this paper, we have tried to emphasize on the morphological analysis of images based on the behavior of the intensity value. Firstly images with various situations of a person are selected as training images. Based on the min, max and average characteristics of images, the training model has been built. Morphological analysis like binary image processing, erosion and dilation play the important role to identify the facial portion of an image from the whole one. Finally face recognition has been made for input images based on their intensity value measurement. The training images collected from various database such as YALE, ORL, and UMIST and others. The algorithm performed well and showed 80 percent accuracy on face prediction

References

10 Cites in Article

Reference Format

Jun-Bao Liae Jeng-Shyang Panae,Zhe-Ming Lu (2009). Kernel optimization-based discriminant analysis for face recognition.
Jun-Bao Li,Jeng-Shyang Pan,Shu-Chuan Chu (2008). Kernel class-wise locality preserving projection.
Xiao-Hong Wu,Jian-Jiang Zhou (2000). Fuzzy discriminant analysis with kernel methods.
P Belhumeur,J Hespanha,D Kriegman (1997). Eigenfaces vs. Fisherfaces: recognition using class specific linear projection.
Bo Ma,Hui-Yang Qu,Hau-San Wong (2007). Kernel clustering-based discriminant analysis.
Ming-Hsuan Yang,David Memb,Senior Kriegman,Narendra Membe,Ahuja (2002). Detecting Faces in Images: A Survey.
A Tolba,A El-Baz,A El-Harby (2006). Face Recognition: A Literature Review.
T Fromherz,P Stucki,M Bichsel (1997). A survey of face recognition.
R Chellappa,C Wilson,S Sirohey (1995). Human and machine recognition of faces: a survey.
Xiaoguang Lu Image Analysis for Face Recognition.

Download References

Funding

No external funding was declared for this work.

Conflict of Interest

The authors declare no conflict of interest.

Ethical Approval

No ethics committee approval was required for this article type.

Data Availability

Not applicable for this article.

How to Cite This Article

Saiba Nazah, Md. Monjurul Islam. 2018. "Face Recognition Using Morphological Analysis of Images". Global Journal of Computer Science and Technology - F: Graphics & Vision GJCST-F Volume 17 (GJCST Volume 17 Issue F3).

More Citation Formats

Select Citation Style:

Download Citation

GJCST Volume 17 Issue F3

Explore Journals Explore Volume Read This Issue

Journal Specifications

Crossref Journal DOI 10.17406/gjcst

Print ISSN 0975-4350

e-ISSN 0975-4172

Keywords

Not Found

Classification

B.4.2

I.3.3

Submission ReceivedDecember 12, 2016
Peer Review Double Blind
Handling Editor
Accepted January 2, 2017
Published January 15, 2017

Version of record

v1.2

Issue date

January 17, 2018

Language

English

Experiance in AR

Explore published articles in an immersive Augmented Reality environment. Our platform converts research papers into interactive 3D books, allowing readers to view and interact with content using AR and VR compatible devices.

View in VR

Read in 3D

Your published article is automatically converted into a realistic 3D book. Flip through pages and read research papers in a more engaging and interactive format.

View in 3D

Article Matrices

Total Score: 172

Country: Australia

Subject: Global Journal of Computer Science and Technology

Authors: Saiba Nazah, Md. Monjurul Islam (PhD/Dr. count: 0)

View Count (all-time): 426

Total Views (Real + Logic): 1452

Total Downloads (simulated): 66

Publish Date: 2017 01, Sun

Monthly Totals (Real + Logic):

Month 1: 51 views
Month 2: 47 views
Month 3: 45 views
Month 4: 40 views
Month 5: 56 views
Month 6: 36 views
Month 7: 54 views
Month 8: 24 views
Month 9: 45 views
Month 10: 51 views
Month 11: 47 views
Month 12: 28 views
Month 13: 31 views
Month 14: 27 views
Month 15: 36 views
Month 16: 36 views
Month 17: 24 views
Month 18: 21 views
Month 19: 37 views
Month 20: 26 views
Month 21: 36 views
Month 22: 45 views
Month 23: 34 views
Month 24: 22 views
Month 25: 39 views
Month 26: 25 views
Month 27: 31 views
Month 28: 44 views
Month 29: 25 views
Month 30: 28 views
Month 31: 16 views
Month 32: 45 views
Month 33: 17 views
Month 34: 45 views
Month 35: 19 views
Month 36: 37 views
Month 37: 25 views
Month 38: 30 views
Month 39: 34 views
Month 40: 41 views
Month 41: 20 views
Month 42: 40 views
Month 43: 35 views
Month 44: 38 views
Month 45: 20 views
Month 46: 28 views
Month 47: 44 views
Month 48: 25 views
Month 49: 39 views
Month 50: 13 views
Month 51: 43 views
Month 52: 26 views
Month 53: 23 views
Month 54: 34 views
Month 55: 43 views
Month 56: 46 views
Month 57: 18 views
Month 58: 35 views
Month 59: 20 views
Month 60: 33 views
Month 61: 36 views
Month 62: 26 views
Month 63: 16 views
Month 64: 19 views
Month 65: 18 views
Month 66: 33 views
Month 67: 28 views
Month 68: 22 views
Month 69: 46 views
Month 70: 31 views
Month 71: 30 views
Month 72: 35 views
Month 73: 21 views
Month 74: 35 views
Month 75: 31 views
Month 76: 31 views
Month 77: 19 views
Month 78: 20 views
Month 79: 24 views
Month 80: 48 views
Month 81: 32 views
Month 82: 32 views
Month 83: 43 views
Month 84: 46 views
Month 85: 23 views
Month 86: 33 views
Month 87: 30 views
Month 88: 24 views
Month 89: 38 views
Month 90: 18 views
Month 91: 23 views
Month 92: 39 views
Month 93: 23 views
Month 94: 19 views
Month 95: 44 views
Month 96: 31 views
Month 97: 54 views
Month 98: 46 views
Month 99: 79 views
Month 100: 53 views
Month 101: 67 views
Month 102: 42 views
Month 103: 29 views
Month 104: 27 views
Month 105: 32 views
Month 106: 24 views
Month 107: 41 views
Month 108: 25 views
Month 109: 18 views
Month 110: 24 views
Month 111: 30 views
Month 112: 29 views
Month 113: 35 views
Month 114: 59 views
Month 115: 48 views
Month 116: 31 views
Month 117: 36 views

Total Views: 1.5K

Total Downloads: 66

All Trends