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A Framework for De-Noising Digital Images Through Machine Learning

Thesis Info

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Author

Shafaq Nisar

Institute

Virtual University of Pakistan

Institute Type

Public

City

Lahore

Province

Punjab

Country

Pakistan

Thesis Completing Year

2017

Thesis Completion Status

Completed

Subject

Software Engineering

Language

English

Link

http://vspace.vu.edu.pk/detail.aspx?id=116

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676720971044

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There exist many image processing methodologies while most of them do not provide accuracy when images are corrupted with Random Value Impulse Noise (RVIN). Therefore removal of RVIN from the degraded images is believed as preprocessing step in nearly all of the image processing applications. Identification and removal of RVIN from the digital gray scale images is an operational vicinity of research as the detection of RVIN is hard on various noise ratios. In this research a framework has been proposed which leads to the de-noising of RVIN from the digital gray scale images. The detection of noisy pixels provides significant basis for the de-noising process. This proposed framework consists of two main stages. First stage introduces four statistics based features to illustrate the characteristics of the noisy and noise free pixels in the digital image and the Support Vector Machine classifier used to classify the noisy and noise free pixels. In the second stage, modified version of the LPG-PCA algorithm is used for the de-noising of the noisy pixels while preserving the local image structure. The accuracy of this proposed methodology has been compared with the peak-signal-to-noise ratio (PSNR), a well-known performance measure. Simulation results show that the proposed filters provide better accuracy and performance of de-nosing the random value impulse noise in most of the situations.
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مارما ڈیوک پکتھال

مارماڈیوک پکھتال
مارماڈیوک پکھتال انگریزی کے بلند پایہ انشاء پرداز انگریز تھے، مدت تک مصر اور ترکی میں رہے تھے اور وہیں اسلام کے تاثرات نے ان کے دل میں گھر کیا تھا اور اسلام کے سچے پیرو ہوگئے تھے، ۱۹۲۰؁ء میں لندن میں ان سے جمعہ کی نماز میں اسلامی جماعت خانہ میں ملاقات ہوا کرتی تھی، وہ بالکل مسلمانوں کی طرح نماز پڑھا کرتے تھے، جماعت خانہ میں ان کی ترکی ٹوپی نماز کے لئے رکھی رہتی تھی، جس کو وہ نماز کے وقت پہن لیتے تھے، لارڈ کرومر کے زمانہ میں مصر میں تھے۔
ترکی اور رواں عربی زبان بولتے تھے اور جانتے تھے، ترکوں کی ہمدردی میں طرابلس کے زمانہ میں کچھ رسائل لکھے تھے، لندن میں ان سے گھنٹوں باتیں ہوا کرتی تھیں، اس کے بعد ہی وہ بمبئی کرانیکل کے ایڈیٹر ہوکر آگئے، چنانچہ وہاں بھی ان سے ملاقات ہوئی، پھر وہ حیدرآباد دکن چادر گھاٹ ہائی اسکول کے ہیڈماسٹر اور وہاں کی سول سروس کے اتالیق ہوگئے تھے، اس زمانہ میں جب حیدرآباد جانا ہوا، محبت سے مجھے اپنے یہاں بلاتے رہے، اسی زمانہ میں قرآن پاک کا ترجمہ شروع کیا، غالباً ۱۹۲۷؁ء میں مدراس میں جب ان سے ملاقات ہوئی تو اپنے انگریزی ترجمہ کا ذکر کیا، اور سورۂ مریم کا ترجمہ دیکھنے کو دیا، وہ کہتے تھے کہ مولوی محمد علی لاہوری کے غلط سلط ترجمہ کو انگریزوں کے ہاتھوں میں دے کر شرماتا ہوں اور جی چاہتا ہے کہ اس کا ایک آتشیں ترجمہ کروں جو دلوں کو گرما دے، چنانچہ حیدرآباد کی مالی امداد سے مصر جاکر اس ترجمہ کو پورا کیا اور چھپا اور یہ ان کا بڑا کارنامہ ہے، یہ وہ نومسلم انگریز تھے جو ایمان کے ساتھ عملاً نماز و روزہ کے پابند تھے، اﷲ تعالیٰ ان پر رحم و کرم فرمائے۔

المحكم والمتشابه وموقف المفسر منهما

The Mohkam and Mutashabeh is a renowned terminology of the Quranic Sciences and commentators of the Holy Quran described it in details, according to root words of Mohkam, it means Stopping and perfecting the things, this basic meaning can be seen in all the types and variations of this word. On the other hand we have the word Mutashabeh which root meaning is complication and unclearness. If we discuss both of the words as a terminology of the Quranic sciences, we can define Mohkam as “one which define itself without any other thing” or “one which has no need to be defined by something else” and Mutashabeh is “one which can’t define itself and need to be explained by someone else”. We will move on to discuss both terms in Holy Quran as a terminology to describe its multiple variations in the Holy Quran, its types and further we will discuss that why the Holy Quran contains both terms, in other words, we can say which are the logics and reasons of including Mutashabeh verses in the Holy Quran. In addition, we will mention the point of views of various renowned commentators and fields experts which give us a clear and sound concept about both of the terms.

Synthesis and Characterization of Multifunctional Nanocomposite Structures for Biomedical Application

Inorganic nanoparticles based assembly of ‘all-in-one’ multifunctional nanocomposites has been synthesized for in vitro magnetic resonance imaging, pH sensitive, light-triggered and magnetic field triggered drug release and for combined phototochemotherapy. Development of dual encapsulated antibody-targeted photosensitizing liposomes for in vivo imaging and combined phototochemotherapy is also demonstrated. Superparamagnetic iron oxide nanocomposites (IONCs) were formed through a microwave-assisted green approach using fruits peel extracts as reducing and capping agents. This involves the stabilization of IONCs through co-ordination of different phytochemicals. The IONCs were extensively characterized for structural, elemental, magnetic and physicochemical analysis, and were found physically and chemically stable with a shelf life stability of 20 days, an average size of 23.35 ± 4.99 nm and mean band gap value of 2.8 ± 0.17 eV. IONCs exhibited excellent water dispersibility, colloidal stability and haemocompatibility. High saturation magnetization (58.8 ± 3.08 emu/g) coupled with superparamagnetic property makes IONCs ideal candidates for magnetic hyperthermia and drug delivery application. Relatively high r2 relaxivity 228.25 mM-1 s-1 were found 1.2 folds higher than the commercial Resovist®. Cell viability assay data revealed that PEGylation or carboxylation of these IONCs appear to significantly shield the surface of the particles. Nickel Oxide based core-shell nanoconstruct with Doxorubicin loaded core and folic acid connected BSA shell (NDOX@BSA-FA) induced approximately 5 folds higher cell killing than the NiO through photo triggered DOX release and in vitro ROS production from the NiO core. The entrapped drug from NDOX@BSA-FA was released in sustained way in a pH sensitive environment while a robust release was observed on photoirradiation. The Diphenylbenzofuran (DPBF), Tetrazolium bromide (MTT) cell viability and Thiobarbituric acid reactive substances (TBARs) assays revealed the photodynamic treatment potential of these core shell nanoconstructs. Further, the combined effect of DOX and NiO from NDOX@BSA-FA demonstrated an eight fold higher effective photokilling when compared with the free DOX. The merits of naturally occurring polysaccharides chitosan(CS), carboxymethyl cellulose (CMC) and natural protein bovine serum albumin (BSA) were combined with magnetic NiFe2O4 (NFs) cores and chemotherapeutic drug Paclitaxel (PTX), to design PTX and NFs loaded bionanocomposites (BNC) with folic acid (FA) modified surface for potential biomedical applications. Nontoxicity, hydrophilicity, and cancer-specific capability of these biopolymers endow the magnetic cores with excellent aqueous dispersibility as well as the 2 “stealth” property, which may prolong the circulation time of the BNC in blood stream. These BNC showed superior transversal relaxation rate r2 of 349 mM-1 s-1 along with folate receptor-targeted and magnetically directed functions were found physically and chemically stable over a period of 60 days. Application of an external magnetic field effectively enhanced the PTX release with 2 folds higher selectivity of folate conjugates when compared with nonfolate conjugates. A robust, physically, chemically and optically stable photosensitizing liposomal platform has been successfully developed, comprising hydrophobic photosensitizer, benzoporphyrin derivative molecules within the phospholipid bilayer as a lipid conjugate and surface density of strained cyclooctyne moieties was optimized to mediate copper free click conjugation of photosensitizing liposomes to azido functionalized antibodies. A successful formulation of near infrared deep tissue imaging dyes into antibody-targeted photosensitizing liposomes designed for in vivo tumor imaging has been achieved. Further we developed targeted Lyso Pc-BPD and Carboplatin/Gemcitabine coencapsulated photosensitizing liposomes by loading the chemotherapeutics within antibody targeted photosensitizing liposomal formulations in all aspects of synthesis, characterization, validation and reproducibility for combined chemo and photodynamic therapy. Integration of multifunctional probes and conjugation strategies push the boundaries of combination therapies beyond the conventional monotherapies.