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Home > Rotation and Gray-Scale Invariant Texture Analysis

Rotation and Gray-Scale Invariant Texture Analysis

Thesis Info

Access Option

External Link

Author

Jalil, Abdul

Program

PhD

Institute

Mohammad Ali Jinnah University

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2006

Thesis Completion Status

Completed

Subject

Applied Sciences

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/139/1/24S.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727128992

Similar


Texture analysis is an extremely active and useful area of research. In texture analysis the invariance to rotation, scale and translation are the most typical requirements. Moreover, gray-scale invariance is another important issue. It arises due to the reason that a texture may be subject to different levels of illumination. The purpose of this study is to investigate some inexpensive approaches that are rotation and gray scale invariant and to large extent translation invariant as well. There are three different types of approaches, which have been addressed in this dissertation. In the first approach, we have done texture analysis using Radon Transform (RT) based Hidden Markov Model (HMM). We have introduced three different ways to extract feature vectors using RT. All three give rotation invariant features, while the last one gives rotation, as well as, gray scale invariant features. The textures in this case have been taken from Brodatz album. Due to the inherent property of the RT, we are able to capture the directional features of a certain texture having arbitrary orientation. This set of directional features is used for training of an HMM specifically for that particular texture. Once all the HMMs have been trained, the testing is carried out by using any one of these textures at random with arbitrary orientation. The second approach is somewhat similar to the above one except that the modified or Differential Radon Transform (DRT) has been used instead of the ordinary RT. Hence, we are able to capture the features which are not only rotation but are also gray scale invariant. The reason for the later property is that, unlike the ordinary RT, the DRT is based on the differences between adjacent pixels instead of summing up the pixel values. These features have been used for training of HMMs, one for each texture, and finally testing is carried out. Similar experimentation has been done to extract features using both RT and DRT to give low pass and high pass features. The training and testing process using HMM has been done in a similar manner as above. The third approach is quite different from the above two approaches. In this approach, some principal direction of a texture is defined. Once this direction is estimated, discrete wavelet transform is applied in that particular direction to extract features. These features are then used for classification by k-nearest neighbor classifier. There are two definitions of principal direction, which have been proposed in the dissertation. In case of vthe first definition, Principal Component Analysis (PCA) has been used to estimate this principal direction. In the case of second definition, the direction has been found out by using DRT. This scheme is computationally lighter compared to the previous one. However, the third approach is limited to anisotrpic textures only unlike the previous method Considering the percentage of correct classification as figure of merit, we have carried out the performance evaluation of the above three approaches. The average result has been found to be 95% approximately and the best result has been close to 100%.
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Flow and Heat Transfer Analysis for Arbitrary and Hyperbolic Stretching Surfaces

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The heat transfer through a fluid in the presence of fluid flow is also a subject of immense importance both for understanding of fluid flow and its applications in vast areas of industrial problems. Keeping in view the importance of the flow and heat transfer by stretching sheet a huge amount of work has been published for linear, power law and exponential stretching of the sheets in Newtonian and non-Newtonian fluids. However, the bulk of this work describes the flow and heat transfer past a continuous stretching surface taking linear, polynomial, power law and exponential stretching velocities and temperature distributions. However, this has always been a challenge for the scientists and engineers to introduce new stretching velocities for the solutions of non-linear equations on the one hand and its industrial applications on the other hand. 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The boundary layer flow and heat transfer analysis of an incompressible viscous ixfluid for a hyperbolically stretching sheet is investigated. The analytical and numerical results are obtained using series expansion method and Local Non-Similarity (LNS) methods respectively. Analytical and numerical results for skin friction and Nusselt number are calculated and compared with each other. The significant observation is that the momentum and thermal boundary layer thicknesses decrease as the distance from the leading edge increases. The well- known solution of linear stretching is found as the leading order solution for the hyperbolic stretching. The contents of this chapter have been published in Applied Mathematics and Mechanics (English Edition), 33(4), 445–454 (2012). Flow and heat transfer of an electrically conducting viscous fluid over a hyperbolic stretching sheet with viscous dissipation and internal heat generation is investigated in third chapter. 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The contents of this chapter are published in Applied Mathematical Letters, 24 (2011), 1905–1909. The last chapter presents an exact analytical solution of magneto hydrodynamic (MHD) viscous flow over a permeable sheet with partial slip boundary conditions. The flow is induced by an arbitrary stretching of the surface. The exact analytical solution of the problem becomes possible by taking an appropriate wall transpiration velocity. An existing solution for flow generated by arbitrary stretching surface with no slip condition class of the exact solutions of the Navier Stokes equations for stretching surface.