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Home > Iris Localization Using Grayscale Texture Analysis and Recognition Using Bit Planes

Iris Localization Using Grayscale Texture Analysis and Recognition Using Bit Planes

Thesis Info

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External Link

Author

Basit, Abdul

Program

PhD

Institute

National University of Modern Languages

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2009

Thesis Completion Status

Completed

Subject

Applied Sciences

Language

English

Link

http://prr.hec.gov.pk/jspui/handle/123456789/363

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676726523638

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Identification and verification of human beings is very important because of today’s security condition throughout the world. From the beginning of 19th century, iris is being used for recognition of humans. Recent efforts in computer vision have made it possible to develop automated systems that can recognize individuals efficiently and with high accuracy. The main functional components of existing iris-recognition systems consist of image acquisition, iris localization, feature extraction and matching. While designing the system, one must understand physical nature of the iris, image processing and their analysis to make an accurate system. The most difficult and time consuming part of iris recognition is iris localization. In this thesis, performance of iris localization and normalization processes in iris recognition systems has been enhanced through development of effective and efficient strategies. Bit plane and wavelet based features has been analyzed for recognition. Iris localization is the most important step in iris recognition systems. Iris is localized by first finding the boundary between pupil and iris using different methods for different databases. This is because the iris image acquiring devices and environment is different. Non-circular boundary of pupil is obtained by dividing the circular pupil into specific points and then these points are forced to shift at exact boundary position of pupil which are linearly joined. The boundary between iris and sclera is obtained by finding points of maximum gradient in radially outwards different directions. Redundant points are discarded by finding certain distance from the center of the pupil to the concerned relevant point. This is because the distance between center of pupil and center of iris is very small. The domain for different directions is left and right sectors of iris when pupil center is at the origin of the axes. Eyelids are detected by fitting parabolas using points satisfying specific criterions. Experimental results show that the efficiency of the proposed method is very high as compared to other existing methods. Improved localization results are reported using proposed methods. The experiments are carried out for four different iris image datasets. Correct localization rate of 100% (pupil circular boundary), 99.8% (non-circular pupil), 99.77% (iris outer -ii-boundary), 98.91% (upper eyelid detection) and 96.6% (lower eyelid detection) has been achieved for different datasets. To compensate the change in size of the iris due to pupil constriction / dilation and camera to eye distance, different normalization schemes have been designed and implemented based on difference reference points. Mainly two different features extraction methodologies have been proposed. One is related to the bit planes of normalized image and other utilizes the properties of wavelet transform. Recognition results based on bit plane features of the iris have also been obtained and correct recognition rate of up to 99.64% has been achieved using CASIA version 3.0. Results on other databases have also provided encouraging performance with accuracy of 94.11%, 97.55% and 99.6% on MMU, CASIA version 1.0 and BATH iris databases respectively. Different wavelets have been applied to get best iris recognition results. Different levels of wavelet transforms (Haar, Daubechies, Symlet, Coiflet, Biorthogonal and Mexican hat) along with different number of coefficients have been used. Coiflet wavelet resulted in high accuracies of 99.83%, 96.59%, 98.44% and 100% on CASIA version 1.0, CASIA version 3.0, MMU and BATH iris databases respectively.
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ڈاکٹر فریدی

آہ ڈاکٹر فریدی
جس حادثہ کا دھڑکا عرصہ سے لگا ہوا تھا وہ بالآخر پیش آکر رہا اور جس کے ہاتھوں سے اﷲ تعالیٰ نے ہزاروں مایوس مریضوں کو شفا بخشی تھی۔ اس نے بھی گزشتہ ۱۹؍ مئی کو جان جاں آفریں کے سپرد کردی، مرحوم فریدی کے کن کن اوصاف کو یاد کیا جائے۔
اے تو مجموعۂ خوبی بچہ نامت خوانم
وہ ایک حاذق طبیب، بے غرض مخلص اور جری لیڈر اور سراپا انسانیت اور شرافت تھے، قومی و ملی مفاد کے مقابلہ میں کسی طاقت کو خاطر میں نہ لاتے تھے، اس کے لئے آخر وقت تک حکومت سے جنگ کرتے رہے، اور اپنی دولت، صحت اور زندگی کسی چیز کی بھی پروا نہ کی اور ایک بہادر سپاہی کی طرح اس راہ میں جان تک دے دی، انھوں نے قوم و ملت کے لئے جو قربانیاں کیں اس دور کے مسلمانوں میں مشکل سے اس کی مثال مل سکتی ہے، ان کا سب سے بڑا کارنامہ یہ ہے کہ انھوں نے مسلمانوں سے خوف و ہراس اور احساس کمتری دور کرکے ان میں جرات و ہمت پیدا کی، ان کا دامن فرقہ پروری سے بالکل پاک تھا، انھوں نے اقلیتوں اور پسماندہ طبقوں کے مفاد کے لئے مختلف سیکولر پارٹیوں سے مل کر اس کا عملی نمونہ پیش کیا، اگرچہ وہ مسلم مجلس کے بانی اور اس کے صدر تھے، لیکن کانگریسیوں سے بھی ان کے تعلقات تھے، اور وہ بھی ان کی عزت کرتے تھے، ان کی موت پر مختلف طبقوں کے اکابر اور جن کو ان کی سیاست سے اختلاف تھا، انھوں نے بھی جو تاثرات ظاہر کئے ہیں وہ ان کی مقبولیت کے شاہد ہیں۔
اس دور میں وہ تنہا شخص تھے، جس نے سیاست سے کسی قسم کا ذاتی فائدہ نہیں اٹھایا بلکہ اپنا کھویا، اگر وہ چاہتے تو حکومت...

شوکازنوٹس کا طریقۂ کار: قرآنی احکامات کے تناظر میں جائزہ

Islam is a complete code of life. It is a legal system which fulfills the fundamental and natural rights of human beings. One of these rights is that no action will be taken against anybody if there is received any allegation against him until he is heard. The Islamic law provides the respondent a right to be informed through a show cause notice (SCN) for investigation of the situation whether the allegation against him is true or false. The contemporary laws also assert for security of human rights, but day to day happenings often put them to face many hurdles in its implementation in all such situations, which call further legislation and amendments. This article discusses the SCN procedure in Qur᾽anic perspective. The main purpose is to introduce the compliance and universality of the Islamic law and to make reader know that this law belief (in, on) human rights is to be enhanced for peace and prosperity of human society. There are a bundle of examples in Qur᾽an which clarifies the procedure of a SCN. We have taken just four stories amongst these verses. All of these stories have a complete SCN procedure; from beginning to the end. The procedure is dealt in a descriptive method, accompanied with the SCN procedure in contemporary law also. The conclusion is given at the end that the contemporary law in this aspect is according to the Qur᾽anic instructions.

Comparative Evaluation of Single Super Phosphate and Di-Calcium Phosphate in Cows and Buffaloes: I Effect on Production and Health, and Ii Treatment of Phosphorus- Associated Clinical Disorders

The present study conducted in two phases attempted to evaluate fertilizer grade Single super phosphate (SSP) vis-à-vis Di-calcium phosphate (DCP) in terms of their effect on production and health in dairy cows and buffaloes. Phase I entailed comparative evaluation of SSP and DCP in buffaloes and cows for their effects on health and production. It was conducted for one complete lactation on buffaloes and sahiwal cows (n=150) to evaluate in comparative terms the effect of feeding SSP and DCP on health, production and reproduction. For this purpose, animals were randomly divided into two treatment (DCP and super juice prepared from SSP) and one control group. Responses to the two treatments were examined on the basis of milk yield, weight gain and reproductive performance. Benefit-cost analysis of P supplementation from SSP or DCP (calculated on monthly additional milk yield basis only) in cows indicated that phosphorus supplementation from SSP was far more cost beneficial (benefit-cost ratio = 19.2: 1) than phosphorus supplementation from DCP (benefit-cost ratio = 1.2:1). In the case of buffalo, SSP and DCP respectively had a benefit-cost ratio of 26:1 and 2.83:1. Benefit-cost analysis of P supplementation from SSP and DCP also indicated that the P supplementation from either SSP or DCP was more cost effective in buffalo than in cow. In SSP supplemented cows and buffaloes, serum P levels (5.84 ± 0.13 mg/dl) were higher than those of cows and buffaloes treated with DCP (5.18 ± 0.10 mg/dl). The values of liver enzymes specific in bovine species viz: sorbitol dehydrogenase (SDH), glutamyl transferase (GGT), and aspartate aminotransferase (AST) recorded in DCP and SSP treated animals were comparable to those in control group of animals indicating that both SSP and DCP did not exert any liver toxicity. Fecal excretion of P in the DCP (119.46±4.42) treated animals (cows and buffaloes) was significantly higher than in the control (77.00±1.88) and SSP (108.71±5.36) treated groups. Non-significant (P>0.05) differences in RBC, WBC, PCV and Hb values were recorded between treatments (control, SSP, DCP). Pregnancy rate in control, DCP and SSP treated groups, respectively was 42, 60, and 74% over the duration of the trial. Mean number of services per conception in control, DCP and SSP treated buffaloes was 2.1, 1.96, and 1.92, respectively. The corresponding mean number of services per conception for cows was 2.3, 2.1, and 2.1, respectively. Phase II of the study dealt with evaluation of comparative therapeutic efficacy of SSP and DCP in the treatment of such P associated disorders as parturient hemoglobinuria, osteomalacia-like disease, pica, anestrus and repeat breeding. DCP or SSP were used as adjunct therapeutic agents in the treatment of these P associated clinical disorders. The responses in terms of clearance of clinical signs and serum mineral profiles with SSP for these five diseases were broadly comparable to the responses obtained by treatment with DCP. In conclusion, integration of the findings of phase I and phase II of the present study would tempt one to tentatively conclude that super juice prepared from SSP can be used as a cheaper alternative to DCP in dairy production as well as to treat important P associated disorders of cows and buffaloes.