Month: May 2015

Literature Review – Current Issues & Liveness Detection in Various Biometric Traits

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Objective:

To perform a literature review to find-out current issues in biometrics and various liveness detection methodologies in different Biometric-Traits.

Little Description:

Automated LIVENESS Detection is very Hot topic in Biometrics research these days for different biometric traits. Each trait eg: Face Recognition, Thumb, Iris, lips, skin texture all have different methodologies to detect life in SUBJECT being Authenticated through Biometric-Device. On the other hand to find out open research areas in biometrics this short literature review is done. Read the rest of this entry »

Assignment # 3 – Presentation on Relevant Research Topic

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Assignment # 3: Presentation on Relevant Research Topic

Topic: Face Recognition Using EigenFaces

Presentation: Assignment-FaceRecognitionUsingEigenFaces

h-Index and g-Index of Faculty Members, IICT

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Assignment: To calculate & analysis of g-index and h-index of Ph.D. Faculty Members of IICT, University of Sindh

Description of h-Index:

A scientist has index h if h of his/her N papers have at least h citations each, and the other (N-h) papers have no more than h citations each.

To calculate the h-index, the papers written by an academic are arranged in decreasing order of number of citations. The h index is where the number of papers equals the number of citations (beginning with the paper with the highest number of citations).

[Source: Wikipedia (2015-05-20)]

Description of g-Index:

g-index is a variant of the h-index, which takes into account the citation evolution of the most cited papers over time.

A set of papers has a g-index g if g is the highest rank such that the top g papers have, together, at least g^2 citations.
In another words, the g-index g is the largest rank (where papers are arranged in decreasing order of the number of citations they received) such that the first g papers have (together) at least g^2 citations.

For example, if 2 scientists have h-index 4, it may happen that one of them has published 4 papers which have 4 or more citations, while another scientist may have published 10 papers out of which 3 have more than 100 citations and the 4th paper has 4 citations, and the remaining have less than 4 citations.

In an attempt to offer a higher weighting to the second scientist who in aggregation has received greater than 304 citations for 10 papers, the g-index was proposed. Thus in our example, the first scientist has g-index=4, while the second scientist has g-index significantly higher.

[Source: Wikipedia (2015-05-20)]

Analysis of g-Index and h-Index of IICT Faculty Members:

We can only analyse g-index and h-index of faculty members having their profile and publications listed on Google-Scholar.

A list of those faculty members is given below.

PS: The analysis is presented on Google Scholar Profile as of Today: May 20th, 2015.

Dr. Azhar Ali Shah:

Dr. Azhar A. Shah, has total 23 publication listed on Google Scholar.

Total Publications: 23
Total Citation: 53
Citations in Descending order: 15, 13, 10, 7, 4, 3, 1

N Citations Sum(Citations) N*N Conclusion
1 15 15 1
2 13 28 4
3 10 38 9
4 7 45 16 h-index = 4
5 4 49 25
6 3 52 36
7 1 53 49 g-index = 7
8 0 53 64

h-Index: 4 (as 4 papers have more than 4 citations)
g-Index: 7 (as upto 7th paper, condition [sum(citations)<N*N] remains true)

DrAzharAliShah-GoogleScholar

 

Dr. Shahzad Memon

Dr. Shahzad Memon, has total 21 publication listed on Google Scholar.

Total Publications: 21
Total Citation: 50
Citations in Descending order: 12, 12, 6, 6, 4, 3, 3, 2, 1, 1

N Citations Sum(Citations) N*N Conclusion
1 12 12 1
2 12 24 4
3 6 30 9
4 6 36 16 h-index = 4
5 4 40 25
6 3 43 36 g-index = 6
7 3 46 49
8 2 47 64
9 1 48 81

h-Index: 4 (as 4 papers have more than 4 citations)
g-Index: 6 (as upto 6th paper, condition [sum(citations)<N*N] remains true)

DrShahzadAhmedMemon

 Dr. Khalil Khumbati

Total Publications: 37
Total Citation: 388
Citations in Descending order: 117, 43, 36, 33, 21, 19, 19, 14, 13, 12, 8, 8, 8, 7, 6, 5, 5, 3, 2, 2, 2, 2, 1, 1, 1

N Citations Sum(Citations) N*N Conclusion
1 117 117 1
2 43 160 4
3 36 196 9
4 33 229 16
5 21 250 25
6 19 269 36
7 19 288 49
8 14 302 64
9 13 315 81
10 12 327 100 h-index = 10
11 8 335 121
12 8 343 144
13 8 351 169
14 7 358 196
15 6 364 225
16 5 369 256
17 5 374 289
18 3 377 324
19 2 379 361 g-index = 19
20 2 381 400

h-Index: 10 (as 10 papers have more than 10 citations)
g-Index: 19 (as upto 19th paper, condition [sum(citations)<N*N] remains true)
DrKhalilKumbati

Dr. Kamran Taj Pathan

Total Publications: 9
Total Citation: 1
Citations in Descending order: 1

N Citations Sum(Citations) N*N Conclusion
1 1 1 1 h-index = 1, g-index = 1

h-Index: 1 (as 1 paper has 1 citation)
g-Index: 1 (as for 1 paper, condition [sum(citations)<N*N] remains true)

DrKamranTajPathan

Assignment – ITEC-902 (Advance Research Methodology & Communication Skills)

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ITECT-902 ADVANCED RESEARCH METHODOLOGY AND COMMUNICATION SKILLS

Assignment is submitted to Respected Sir Azhar Ali Shah:

Assignment # 1:

My research area of interest is Computer Vision in general and Image Processing in particular. Currently I am working with Object Detection, Face Recognition and Expression Analysis methodologies.

Assignment # 2:

Assignment Topic: To Calculate h-index and g-index of IICT Faculty Members.

Assignment # 3:

Assignment Topic: To Prepare a Presentation of Relevant Research Topic.

10-20 Research Papers / Books about Image Processing

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S.No Article Type Title Authors Year of Publication Publication Body Citation
1 Journal Paper Introductory digital image processing: A remote sensing perspective John R. Jensen & Dr. Kalmesh Lulla 2008 Remote Sensing and Biomes, Volume 2, Issue 1 6198
 2 Image Acquisition for Digital Camera Based on Emgu CV  WANG Yan,CAO Yinjie,LANG Fengfa,HUANG Hui  College of Physical Science and Information Technology
 3  Symposium Paper  An image-processing based automated bacteria colony counter  Ates, H.
,
Gerek, O.N.
 2009  Computer and Information Sciences, 2009. ISCIS 2009. 24th International Symposium  13
 4  Journal Paper Color recognition system with augmented reality concept and finger interaction: Case study for color blind aid system  Manaf, A.S.
Sari, R.F.
 2011   ICT and Knowledge Engineering (ICT & Knowledge Engineering), 2011 9th International Conference  4
 5  Journal Paper  Eigenfaces vs. Fisherfaces: Recognition
Using Class Specific Linear Projection
 Peter N. Belhumeur, Joao~ P. Hespanha, and David J. Kriegman  1997   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 19, NO. 7, JULY 1997  9658
 6  Journal Paper  Face recognition using eigenfaces  Turk, M.A.
Pentland, A.P.
 1991  Computer Vision and Pattern Recognition, 1991. Proceedings CVPR ’91  5124
 7  Journal Paper  Kernel eigenfaces vs. kernel fisherfaces: Face recognition using kernel methods  Ming-Hsuan Yang  2013   2013 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition  762
8  Journal Paper  Eigenfaces for Recognition Matthew Turk, Alex Pentland  2007 Journal of Cognitive Neurosciences  –
9 Conference Paper Beyond eigenfaces: probabilistic matching for face recognition Moghaddam, B. ; Mitsubishi Electr. Res. Lab., Cambridge, MA, USA ; Wahid, W. ; Pentland, A.  1998 IEEE International Conference on Automatic Face and Gesture Recognition  80
10 Book Chapter When Eigenfaces are Combined with Wavelets Bai Li, Yihui Liu  2002 Book: Applications and Innovations in Intelligent Systems IX  –