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A New Framework to Bridge Semantic Gap for Semantics Based Image Retrieval

Thesis Info

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Author

Rizvi, Syed Sajjad Hussain

Program

PhD

Institute

Iqra University

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2014

Thesis Completion Status

Completed

Subject

Commerce

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/2127/1/2381S.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676724421641

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The performance of Content Based Image Retrieval (CBIR) is limited because of the Semantic Gap (SG). This motivates to extend the image retrieval process beyond low level descriptions to image semantics. Therefore, researchers proposed Semantic Based Image Retrieval (SBIR) to bridge SG. In the literature, various approaches for SBIR such as image annotation, relevance feedback, and object ontology have been proposed to bridge SG. It has been observed that not very promising results with these methods are reported in the literature. Annotation based approaches are constrained by low precision because real life images usually have a diverse set of image concepts. Relevance feedback approach is also constrained by low precision and recall because it forces to alter the query vector that causes to modify image semantics. Object ontology is a considerably good approach, but its metadata architecture appears to be very complex and suggested to use only for semantic web instead of SBIR. Moreover, this approach is reported to have low precision for conceptually diverse images. Therefore, the first contribution of our work is the performance evaluation of CBIR methods using soft computing techniques for image comparison and retrieval. In this regard, we have reported performance improvement in terms of retrieving visually similar images by employing proposed modifications in soft computing methods. However, these modifications do not translate into semantically correct retrieval of images. This leads us towards the logical conclusion of planning and development of a new SBIR framework using image concepts. By the term “image concept” we means that a set of noticeable objects and regions in an image e.g. Sky, group of person, land etc. In our first contribution we have also explored existing CBIR approaches in order to find a suitable 11 candidate (or its modified version) to be used for SBIR. The second contribution of our work is therefore to bridge the SG with a maximum tradeoff between precision and recall. The proposed framework is extensively examined by evaluating precision and recall for large segmented datasets. For the rigorous testing of our major contributions, three datasets have been opted, namely, Wang’s, COIL, and IAPR TC-12.
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الفصل الثانی: الشعر الجديد في شبة القارۃ الهندية

الفصل الثانی: الشعر الجديد في شبة القارۃ الهندية

 أعطی(ألطاف حسين حالي) للشعر وبالخصوص للغزل الأردو الأسلوب الجدید، واستوعب النقاد من بعض التجارب والأقوال علی أن ’’ذلك شعر علی شکل نثر‘‘[1]، وحصلت اللغۃ الأردیۃ علی الأسلوب الجدید وبعض أنواع الشعر، وقد حصل الشعر الأردو علی الأسلوب المنفرد عند إقبال’’[2] فیہ التنوع والترفع أیضاً‘‘[3]۔
وظھرت بعض أنواع الشعر الجدید توضح وتعالج بعض مشاکل المجتمع في العصر الحاضر، ولکن شعراء العصر الحديث اھتموا بالمنظومات ومن أھمھم (فیض أحمد فيض)۔

 وقبل قیام باکستان کان للشعر دور کبیر في البحث عن طرق جدیدۃ والمساعدۃ في تشجیع المسلمین ضد الإحتلال والظلم، ولکن بعد قيام الباکستان تراجع الشعراء وتوقفوا عن التشجیع۔ والشاعر الکبیر الدکتور محمد إقبال کان رجلاً سیاسياً وعالماً کبیراً وقد لُقبَ بشاعر الشرق وکان فیلسوفاً مشھوراً وحصل علی شھادۃ الدکتوراہ، وُلد في 9 نوفمبر في 1877م ولہ أعمال أدبیۃ وسیاسیۃ وإجتماعیۃ رائعۃ، ولہ أشعار في اللغۃ الأردیۃ والفارسیۃ وکان لہ خبرۃ في اللغۃ العربیۃ ولہ عدۃ تصانیف منھا : (i)بال جبریل (ii) جاوید نامہ (iii)أسرار خودي، وقدم نظریۃ الباکستان وطنًا مستقلاً للمسلمين في الهند، وحصل علی شهادة السنۃ العاشرة في 1893م ثم علی الثانویۃ العامۃ في 1895م، وبعدھا حصل علی شھادۃ البکلوریوس في 1898م وحصل علی الماجستیر في الفلسفۃ في 1899م ثم سافر إلی انجلترا في عام 1905م، وبعدھا سافر إلی ألمانیا والتحق بجامعۃ میونخ وحصل علی شھادۃ الدکتوراۃ في عام 1907م من جامعۃ میونخ وقدم رسالۃ الدکتوراہ تحت عنوان (ارتقاء ما بعد الطبیعیات) ولہ أشعار ممتازة ومعروفۃ ، مثال علی ذلك۔

اوروں کا ہے پیام اور، میرا پیام اور ہے
عشق کے درد مند کا طرز کلام اور ہے
شمخ سحر کہہ گئی، سوز ہے زندگی کا راز
غمکدہ نمود میں...

مسائل میراث حل کرنے کے قدیم اور جدید حسابی طریقوں کا تقابلی جائزہ

Inheritance is a key issue in the Islamic Knowledge base. Its importance has been clarified in Qur’an and Sunnah. The Holy Prophet Muhammad (ﷺ) has referred to it as half of the knowledge and has ordered of seeking inheritance and warned that this will be eliminated first from my Ummah, and also notified that this is volatile nature of knowledge which get lost after memorization if not fully cared and practiced. In the light of above mentioned Hadīths it is worth consideration to make knowledge of Inheritance practicable in everyday life. A reason could be that the arithmetic means used for the solution of Inheritance problems is complicated and time consuming. There it is important to introduce such easy and short arithmetic rules for the solution of Inheritance problem that are easily understandable by both the scholars as well as the common man. This will result in making Inheritance easy to handle and hence will become practicable. In a hadith it is stated that near the day of judgement there will be a conflict between two persons in an Inheritance issue and they will not find a scholar to resolve their problem. In this Article an Introduction and comparison of old and new easy arithmetic principles are made in scholarly manner to introduce new easy methods and draw the attention of the people to such a valuable knowledge and relieve the Phobia of the people regarding it.

Synthesis, Structural and Biological Investigations of Vanadium V Complexes With N and O Donor Ligands

In last two decades vanadium coordination chemistry has grasp the interest of chemists due to its importance from catalysis and medicinal point of view. Vanadium plays significant role in different biological systems, actively serving in vanadium dependent haloperoxidase and nitrogenase enzymes. It also exhibits insulin-mimetic (anti-diabetic) activity. The present study is carried out in order to synthesize new vanadium (V) complexes with N and O donor hydrazide ligands and reveal their biological importance in terms of antioxidant activities and different enzyme inhibition activities. On the basis of spectral, elemental and physical data, synthesized vanadium (V) complexes are tentatively assigned to have an octahedral geometry with two hydrazide ligands and two oxo groups forming a negatively charged sphere complex with ammonium as counter ion. This is further verified by the conductivity studies of the complexes. In synthesized vanadium (V) complexes hydrazides act as bidentate ligands and are found to be attached with O of C=O and N of NH2, and these attachments are evident from IR and NMR spectra of these complexes. The inhibitory potential of vanadium (V) complexes of hydrazides against oxidative enzymes including xanthine oxidase and lipoxygenase is determined. In addition, non-enzymatic radical scavenging activities of these complexes were also determined. Results show that hydrazide ligands (1-12) and their respective vanadium (V) complexes (1c-12c) posses scavenging and inhibition potential against DPPH and lipoxygenase, respectively. However, contrary to that uncoordinated ligands showed no activity against nitric oxide, superoxide and xanthine oxidase whereas their complexes showed varying degree of activity. It is interesting that V(V) complexes are more active for all enzymatic and radical scavenging studies reported here except for lipoxygenase enzyme which demonstrates the difference in the interaction of metal complexes with metalloenzymes. Furthermore enzyme inhibition potential of all the synthesized ligands, metal salt and vanadium (V) hydrazide complexes has also evaluated against tyrosinase, urease and carbonic anhydrase enzymes. Results obtained during the course of this study reveal that hydrazide ligands show moderate inhibition against tyrosinase, but found to be inactive against urease and carbonic anhydrase enzymes. Vanadium (V) hydrazide complexes show variable degree i.e. excellent, moderate to weak activity against all of these studied enzymes. These studies indicate that geometry of complex, nature and position of substituent groups play a vital role in scavenging and inhibition potential of these compounds and demonstrate the difference in the interaction of metal complexes with metalloenzymes. Further pharmacological and toxicological studies are required to evaluate the bioactive vanadium complexes to find out their potential for use as drugs.