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IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 497
SYSTEM TO CONVERT 2-D X-RAY IMAGE INTO 3-D X-RAY IMAGE
IN DENTISTRY
Trupti Sardar1
, Aniket Bhawkar2
1
Department of Computer Engineering, VIIT, Maharashtra, India
2
Department of Information Technology, VIIT, Maharashtra, India
Abstract
An X-Ray machine is used to capture the formation of bones and tissues by sending X-Ray particles through the body. Dental X-
Rays help dentists envision infections of the teeth and adjacent tissue that cannot be seen with a simple oral test. In addition, X-
Rays help the dentist discovery and treat dental complications early in their growth. But not all diseases can be detected by a 2-D
X-Ray. This system is proposed to get a 3-D X-Ray image of the infected area and give the dentist more precise expression based
on patient anatomy. This technology is unique for a widespread variety of specialties, with a broad range of imaging views for
analysis, preparation, case presentation, and cure for the dentist whose practice includes oral surgery, general dentistry,
implants, orthodontics and other specialties. We focus on new system which can convert 2-D Dental X-Ray to 3-D Dental X-Ray
using the proposed architecture and some needful hardware.
Keywords: 2-D to 3-D X-Ray, Dentistry, Dental Complications, Diagnosis and Treatment
---------------------------------------------------------------------***---------------------------------------------------------------------
1. INTRODUCTION
X-Ray examinations are commonly done to display bones
and certain other tissues. Dental X-Rays are images of the
teeth, bones, and soft tissues around them to help find
complications in the scanned area. 2-D X-Ray images can
show cavities, hidden dental structures (such as wisdom
tooth), and bone loss that cannot be seen during a visual
examination. The disadvantage of 2-D X-Rays is that they
do not give detailed descriptions about the scanned area. But
at the same time MRI or CT scans are exceptional tools; as
CT scan is capable of creating a 3-D image of bone
structures, facilitating a doctor while an X-Ray creates a 2-D
image. The advantage of 2-D X-Rays is that they are
cheaper in price than that of similar medical procedures. If a
patient requires a medical scan, 2-D X-Ray costs less than
that of a MRI scan or a CT scan. X-Ray machine are by
itself cheaper for a hospital or a doctor's office or a dentist to
maintain than any similar operational tools. There are also
machines which capture 3-D X-Ray images but they are
quite expensive, which all medical experts cannot afford.
Also it is expensive for the patients.
The proposed system supports both dentist and patients who
want the treatment to be done in low cost and also in
efficient way. For this research of 2-D X-Ray to 3-D X-Ray
conversion, we focus on software which can convert 2-D
Dental X-Ray to 3-D Dental X-Ray image with the use of
some needful hardware.
2. LITERATURE SURVEY
This section includes the work done on related topics by
various researchers. Following is the brief description of
some of them:
Mizutani R et al. [1], proposed a paper to process a high-
resolution X-Ray micro-tomography which has been
provided in practical approach to convert it into a three
dimensional (3-D) image. This approach is useful in
determining the various bone structure and the arrangement
of tissues in three dimensions. Examples of micro-
tomographic studies are overviewed to present an outline of
biological applications of X-ray micro-tomography. We also
provide perspectives of biological micro-tomography as the
convergence of sciences in X-ray optics, biology, and
structural analysis.
Phan et al. [2], proposed a paper on 2-D to 3-D image
conversion in which segmentation algorithms are used to
generate a final cohesive depth map. The obtained results
demonstration that we can produce good quality
stereoscopic image pairs. This image pairs can be used in
defining the 2-D to 3-D image conversion in the proposed
system. This paper also proposed a study about Image
Stability.
Sneha. K et al. [3], proposed a paper in which 2-D images
can be converted into 3-D images. This paper resolves the
main challenge of 3-D imaging that is the noise content of
the input image that degraded quality of the reconstructed
image. In this technique after the standardization, the image
it is filtered to reduce the noise content. The proposed
system is efficient in reconstructing the image and it ensures
a clear boundary distinction and proper three dimensional
view of the object.
Park et al. [4] presented an image refining technique for
generating accurate 3-D images on computer of the
respective object. This technology can be used to achieve
perfection on the 3-D X-Ray obtained.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 498
H. Murata et al. [5] proposed a paper in which three
different methods are suggested to convert 2-D image to 3-
D. In first principle we are able to convert a moving 2-D
image into 3-D image. In second method (CID) we are able
to convert a stable 2-D image into 3-D using two
projections. While the third method is a combination of the
earlier two methods for converting 2-D image into 3-D
image in Real-Time.
Advantages of proposed system:
 Low cost
 Simple to use
 Refined images
 Easy for diagnosis
3. PROPOSED METHODOLOGY
This system is proposed to provide the Dentist with a 3-D
X-Ray image of the patients infected oral area. The dentist is
supposed to capture a 2-D X-Ray image of the patient’s
infected oral area with the help of X-Ray camera. The
system provides a 3-D X-Ray image so the dentist can
detect the intensity of the disease at the early stage. The
most important part of this system is a need of 2-D to 3-D
image conversion software. Also there is need of 3-D image
refining system to define maximum accuracy. Hence the
following modules act as the building blocks for the
proposed system.
The modules required are:
 2-D Image Capturing Module
 2-D to 3-D Image Conversion Module.
 3-D Image Refining Module.
 3-D X-Ray Representation Module
Also there is a need of a database to store the 3-D-Xrays of
all the patients for further reference if required
Hence the database required is:
 3-D Image Database
Fig-1: Proposed System Architecture
3. 1 2-D Image Capturing Module
Many infections of the oral fissure (which contains the teeth
and adjacent tissues) are not noticeable when the dentist
examines mouth. Dentist is supposed to capture the X-ray of
the infected region. Taking the proper X-Ray needs
inordinate skills. One must recognize how the vertical and
horizontal angle and the time when image is captured can
affect the concluding X-Ray. In this system we require two
images of the infected area. One would be the top view and
the second will be the side view of the tooth. The top view
(which can be image or X-ray) is necessary for the width of
tooth. We also need the side view (which is X-Ray of tooth)
which will describe the height and breadth of tooth.Fig.-2
shows the side view of the tooth. This side view will show
how deep the cavity or carries are present and the top view
will show the area infected.
Fig -2: X-Ray of the tooth (Side View)
3.2 2-D to 3-D Image Conversion Module
This is the most important module of the system which will
help us to get the 3-D image of the tooth. In this we use the
technique to convert 2-D image to 3-D.The Computer Image
depth technology is used to convert a 2-D stagnant image to
3-D image. The “Computed Image Depth method” is
recommended for transforming from all categories of 2-D
X-Ray images into 3-D images. The 3-D images are
engendered by first calculating the depth of each alienated
area of the 2-D images with their divergence and sharpness.
The quality of near images is more as compared to far
images so we use this technique for the conversion of 2-D
X-Ray images to 3-D. The sharpness of the image is exactly
opposite to the distance of camera. But in this case the
surface of tooth is not uniform. Hence when image is
captured there is ambiguousness in the image. The
converted image can also be ambiguous. So the Computed
Image Depth is implemented into a single-chip LSI with the
“Modified Time Difference method”. This is the automatic
conversion technique by using the two methods that is
Modified Time Difference and computed image depth
method. So, we use the 2-D to 3-D image translation method
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 499
with this newly established LSI comprehends to generate 3-
D images.
Fig -3: 3-D X-Ray Image of Tooth
3.3 3-D Image Refining Module
The 2-D image is been converted to 3-D image. But there
may be the chances that the image is not clear. The clearness
of the image is the important factor as the diagnosis should
be accurate. This module helps to sharpen up the image so
as to improve it. As the medical reports should be always
accurate this module is important for the system. The 3-D
image obtained from this system can experience geometric
alterations on reconstructed 3-D surfaces due to the
matching problems such as obstructions or mismatching of 2
images. Histogram equalization is an appropriate method to
enhance the image. The final enhanced image is little noisy,
but it gives typical X-Ray images when their gray scale is
expanded. It is advantageous to accentuate the contribution
to enhancement made by high-frequency component. If we
multiply a high pass filter function by an constant an add on
offset so that the zero frequency term is not deleted by the
filter. This is called higher-frequency emphasis, given by:
Hhfe (u, v) = a+ bHhp (u, v)
Where, a>0= and b>a
The result obtained using a combination of high frequency
emphasis and histogram equalization is superior to the result
that would be obtained by using either method alone.
3.4 3-D X-Ray Presentation Module
The 3-D X-Ray image received from the above mentioned
modules is presented to the dentist using the 3-D X-
Ray Presentation Module. This module provides the dentist
with the X-Ray image of the infected area, which can be
adjusted as the comfort of the dentist i.e. zoom in, zoom out,
change angle of projection and so on. The Dentist get a first
eye on the X-Ray in 3-D projection with high level of
accuracy which helps him to cure the infected area with high
level of perfection.
3.5 3-D Image Database
Case history of any patient is the important attire for
doctors. Since case history is essential to recommend any
further treatment for the patient. Hence, we introduce the 3-
D image database. The 3-D Images acquired from the 3-D
Image Refining Module are saved in the 3-D Image
Database for further verification if required by the dentist.
This module captures the image from the 3-D Image
Refining Module and save the image along with the patients
name, proposed infection, area of oral infection, date of X-
Ray taken and other miscellaneous data which may be
required. The dentist can view any information stored in this
database whenever case study is required.
4. CONCLUSIONS AND FUTURE SCOPE
The proposed system of converting 2-D X-Ray image into a
well refined 3-D X-ray image uses some simple procedures
which are followed in Digital Image Processing. The
proposed system is capable to demonstrate a 3-D image of a
2-D X-Ray with the help of the mentioned system
architecture and some needful hardware devices. For the
processing of the system we require two X-Ray images of
the tooth to convert it into 3-D image. We also use image
refining technique to get the accurate image. The proposed
system helps the dentist to adjust the image according to
their convenience. Our future work will include
implementation of this technology and this technique can
also be used to attain 3-D X-Ray model of all the bones or
tissues.
ACKNOWLEDGEMENTS
We take this opportunity to thank people who lend a hand to
us for nourishing this system. We express deep gratitude
towards Prof. Mrs. J.V. Bagade, for their productive &
hopeful suggestions. We sincerely thank Dr. Preeti Sardar
for all the valuable information in the medical field and their
encouragement for the project. We also thank all Teaching
and Non-teaching staff of VIIT, Pune for their kind of co-
operation during our course. The blessings and support of
our family and friends has always given us success, we are
extremely thankful for their love.
REFERENCES
[1] Mizutani, R; Suzuki, Y (2012). "X-ray micro-
tomography in biology". Micron (Oxford, England :
1993) 43 (2–3): 104-15.
[2] Phan, Rzeszutek, Androutsos (22-27 May 2011),
“Semi-automatic 2-D to 3-D image conversion using
a hybrid Random Walks and graph cuts based
approach”, Acoustics, Speech and Signal Processing
(ICASSP), 2011 IEEE International Conference, pp.
897 – 900.
[3] Sneha K., T. Sheetal (January 2013), “2-D to 3-D
Conversion for Images using Hough Transform”,
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 500
International Conference on Information System and
Computing (ICISC-2013), pp. 482 – 486.
[4] Park, S.-Y., Subbarao, M (6-10 October 2003), “A
range image refinement technique for multi-view 3-D
model reconstruction”, 3-D Digital Imagining and
Modeling, 2003. 3-DIM 2003. Proceedings. Fourth
International Conference, pp. 147 – 154.
[5] H. Murata, X Mori, S. Yamashita, A. Maenaka, S.
Okada, K. Oyamada, S. Kishimoto Sanyo Electric
Co., Ltd., Osaka, Japan, (1998), “A Real-Time 2-D to
3-D Image Conversion Technique Using Computed
Image Depth ”, SID Symposium Digest of Technical
Papers, Vol. 29, Issue 1, pp. 919 – 923.
[6] X-Ray Micro-tomography at the US National Library
of Medicine Medical Subject Headings (MeSH)
[7] Alon Geri, VP Engineering, Co-Founder
(05/19/2014), Surgical Theater Offers 3-D
Simulations of Medical Procedures, MDT Medical
Design Technology.
[8] Digital Image Processing (Second edition) Rafael C.
Gonzalez and Richard E. Woods
BIOGRAPHIES
Ms. Trupti Sardar is currently pursuing
Bachelor of Engineering in Computer
Sciences from University of Pune. Her
research interests are Computer Graphics
and Digital Image Processing.
Mr. Aniket Bhawkar is currently
pursuing Bachelor of Engineering in
Information Technology from
University of Pune. His research
interests are Software Architecture.

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System to convert 2 d x-ray image into 3-d x-ray image in dentistry

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 497 SYSTEM TO CONVERT 2-D X-RAY IMAGE INTO 3-D X-RAY IMAGE IN DENTISTRY Trupti Sardar1 , Aniket Bhawkar2 1 Department of Computer Engineering, VIIT, Maharashtra, India 2 Department of Information Technology, VIIT, Maharashtra, India Abstract An X-Ray machine is used to capture the formation of bones and tissues by sending X-Ray particles through the body. Dental X- Rays help dentists envision infections of the teeth and adjacent tissue that cannot be seen with a simple oral test. In addition, X- Rays help the dentist discovery and treat dental complications early in their growth. But not all diseases can be detected by a 2-D X-Ray. This system is proposed to get a 3-D X-Ray image of the infected area and give the dentist more precise expression based on patient anatomy. This technology is unique for a widespread variety of specialties, with a broad range of imaging views for analysis, preparation, case presentation, and cure for the dentist whose practice includes oral surgery, general dentistry, implants, orthodontics and other specialties. We focus on new system which can convert 2-D Dental X-Ray to 3-D Dental X-Ray using the proposed architecture and some needful hardware. Keywords: 2-D to 3-D X-Ray, Dentistry, Dental Complications, Diagnosis and Treatment ---------------------------------------------------------------------***--------------------------------------------------------------------- 1. INTRODUCTION X-Ray examinations are commonly done to display bones and certain other tissues. Dental X-Rays are images of the teeth, bones, and soft tissues around them to help find complications in the scanned area. 2-D X-Ray images can show cavities, hidden dental structures (such as wisdom tooth), and bone loss that cannot be seen during a visual examination. The disadvantage of 2-D X-Rays is that they do not give detailed descriptions about the scanned area. But at the same time MRI or CT scans are exceptional tools; as CT scan is capable of creating a 3-D image of bone structures, facilitating a doctor while an X-Ray creates a 2-D image. The advantage of 2-D X-Rays is that they are cheaper in price than that of similar medical procedures. If a patient requires a medical scan, 2-D X-Ray costs less than that of a MRI scan or a CT scan. X-Ray machine are by itself cheaper for a hospital or a doctor's office or a dentist to maintain than any similar operational tools. There are also machines which capture 3-D X-Ray images but they are quite expensive, which all medical experts cannot afford. Also it is expensive for the patients. The proposed system supports both dentist and patients who want the treatment to be done in low cost and also in efficient way. For this research of 2-D X-Ray to 3-D X-Ray conversion, we focus on software which can convert 2-D Dental X-Ray to 3-D Dental X-Ray image with the use of some needful hardware. 2. LITERATURE SURVEY This section includes the work done on related topics by various researchers. Following is the brief description of some of them: Mizutani R et al. [1], proposed a paper to process a high- resolution X-Ray micro-tomography which has been provided in practical approach to convert it into a three dimensional (3-D) image. This approach is useful in determining the various bone structure and the arrangement of tissues in three dimensions. Examples of micro- tomographic studies are overviewed to present an outline of biological applications of X-ray micro-tomography. We also provide perspectives of biological micro-tomography as the convergence of sciences in X-ray optics, biology, and structural analysis. Phan et al. [2], proposed a paper on 2-D to 3-D image conversion in which segmentation algorithms are used to generate a final cohesive depth map. The obtained results demonstration that we can produce good quality stereoscopic image pairs. This image pairs can be used in defining the 2-D to 3-D image conversion in the proposed system. This paper also proposed a study about Image Stability. Sneha. K et al. [3], proposed a paper in which 2-D images can be converted into 3-D images. This paper resolves the main challenge of 3-D imaging that is the noise content of the input image that degraded quality of the reconstructed image. In this technique after the standardization, the image it is filtered to reduce the noise content. The proposed system is efficient in reconstructing the image and it ensures a clear boundary distinction and proper three dimensional view of the object. Park et al. [4] presented an image refining technique for generating accurate 3-D images on computer of the respective object. This technology can be used to achieve perfection on the 3-D X-Ray obtained.
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 498 H. Murata et al. [5] proposed a paper in which three different methods are suggested to convert 2-D image to 3- D. In first principle we are able to convert a moving 2-D image into 3-D image. In second method (CID) we are able to convert a stable 2-D image into 3-D using two projections. While the third method is a combination of the earlier two methods for converting 2-D image into 3-D image in Real-Time. Advantages of proposed system:  Low cost  Simple to use  Refined images  Easy for diagnosis 3. PROPOSED METHODOLOGY This system is proposed to provide the Dentist with a 3-D X-Ray image of the patients infected oral area. The dentist is supposed to capture a 2-D X-Ray image of the patient’s infected oral area with the help of X-Ray camera. The system provides a 3-D X-Ray image so the dentist can detect the intensity of the disease at the early stage. The most important part of this system is a need of 2-D to 3-D image conversion software. Also there is need of 3-D image refining system to define maximum accuracy. Hence the following modules act as the building blocks for the proposed system. The modules required are:  2-D Image Capturing Module  2-D to 3-D Image Conversion Module.  3-D Image Refining Module.  3-D X-Ray Representation Module Also there is a need of a database to store the 3-D-Xrays of all the patients for further reference if required Hence the database required is:  3-D Image Database Fig-1: Proposed System Architecture 3. 1 2-D Image Capturing Module Many infections of the oral fissure (which contains the teeth and adjacent tissues) are not noticeable when the dentist examines mouth. Dentist is supposed to capture the X-ray of the infected region. Taking the proper X-Ray needs inordinate skills. One must recognize how the vertical and horizontal angle and the time when image is captured can affect the concluding X-Ray. In this system we require two images of the infected area. One would be the top view and the second will be the side view of the tooth. The top view (which can be image or X-ray) is necessary for the width of tooth. We also need the side view (which is X-Ray of tooth) which will describe the height and breadth of tooth.Fig.-2 shows the side view of the tooth. This side view will show how deep the cavity or carries are present and the top view will show the area infected. Fig -2: X-Ray of the tooth (Side View) 3.2 2-D to 3-D Image Conversion Module This is the most important module of the system which will help us to get the 3-D image of the tooth. In this we use the technique to convert 2-D image to 3-D.The Computer Image depth technology is used to convert a 2-D stagnant image to 3-D image. The “Computed Image Depth method” is recommended for transforming from all categories of 2-D X-Ray images into 3-D images. The 3-D images are engendered by first calculating the depth of each alienated area of the 2-D images with their divergence and sharpness. The quality of near images is more as compared to far images so we use this technique for the conversion of 2-D X-Ray images to 3-D. The sharpness of the image is exactly opposite to the distance of camera. But in this case the surface of tooth is not uniform. Hence when image is captured there is ambiguousness in the image. The converted image can also be ambiguous. So the Computed Image Depth is implemented into a single-chip LSI with the “Modified Time Difference method”. This is the automatic conversion technique by using the two methods that is Modified Time Difference and computed image depth method. So, we use the 2-D to 3-D image translation method
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 499 with this newly established LSI comprehends to generate 3- D images. Fig -3: 3-D X-Ray Image of Tooth 3.3 3-D Image Refining Module The 2-D image is been converted to 3-D image. But there may be the chances that the image is not clear. The clearness of the image is the important factor as the diagnosis should be accurate. This module helps to sharpen up the image so as to improve it. As the medical reports should be always accurate this module is important for the system. The 3-D image obtained from this system can experience geometric alterations on reconstructed 3-D surfaces due to the matching problems such as obstructions or mismatching of 2 images. Histogram equalization is an appropriate method to enhance the image. The final enhanced image is little noisy, but it gives typical X-Ray images when their gray scale is expanded. It is advantageous to accentuate the contribution to enhancement made by high-frequency component. If we multiply a high pass filter function by an constant an add on offset so that the zero frequency term is not deleted by the filter. This is called higher-frequency emphasis, given by: Hhfe (u, v) = a+ bHhp (u, v) Where, a>0= and b>a The result obtained using a combination of high frequency emphasis and histogram equalization is superior to the result that would be obtained by using either method alone. 3.4 3-D X-Ray Presentation Module The 3-D X-Ray image received from the above mentioned modules is presented to the dentist using the 3-D X- Ray Presentation Module. This module provides the dentist with the X-Ray image of the infected area, which can be adjusted as the comfort of the dentist i.e. zoom in, zoom out, change angle of projection and so on. The Dentist get a first eye on the X-Ray in 3-D projection with high level of accuracy which helps him to cure the infected area with high level of perfection. 3.5 3-D Image Database Case history of any patient is the important attire for doctors. Since case history is essential to recommend any further treatment for the patient. Hence, we introduce the 3- D image database. The 3-D Images acquired from the 3-D Image Refining Module are saved in the 3-D Image Database for further verification if required by the dentist. This module captures the image from the 3-D Image Refining Module and save the image along with the patients name, proposed infection, area of oral infection, date of X- Ray taken and other miscellaneous data which may be required. The dentist can view any information stored in this database whenever case study is required. 4. CONCLUSIONS AND FUTURE SCOPE The proposed system of converting 2-D X-Ray image into a well refined 3-D X-ray image uses some simple procedures which are followed in Digital Image Processing. The proposed system is capable to demonstrate a 3-D image of a 2-D X-Ray with the help of the mentioned system architecture and some needful hardware devices. For the processing of the system we require two X-Ray images of the tooth to convert it into 3-D image. We also use image refining technique to get the accurate image. The proposed system helps the dentist to adjust the image according to their convenience. Our future work will include implementation of this technology and this technique can also be used to attain 3-D X-Ray model of all the bones or tissues. ACKNOWLEDGEMENTS We take this opportunity to thank people who lend a hand to us for nourishing this system. We express deep gratitude towards Prof. Mrs. J.V. Bagade, for their productive & hopeful suggestions. We sincerely thank Dr. Preeti Sardar for all the valuable information in the medical field and their encouragement for the project. We also thank all Teaching and Non-teaching staff of VIIT, Pune for their kind of co- operation during our course. The blessings and support of our family and friends has always given us success, we are extremely thankful for their love. REFERENCES [1] Mizutani, R; Suzuki, Y (2012). "X-ray micro- tomography in biology". Micron (Oxford, England : 1993) 43 (2–3): 104-15. [2] Phan, Rzeszutek, Androutsos (22-27 May 2011), “Semi-automatic 2-D to 3-D image conversion using a hybrid Random Walks and graph cuts based approach”, Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference, pp. 897 – 900. [3] Sneha K., T. Sheetal (January 2013), “2-D to 3-D Conversion for Images using Hough Transform”,
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 05 | May-2014, Available @ http://www.ijret.org 500 International Conference on Information System and Computing (ICISC-2013), pp. 482 – 486. [4] Park, S.-Y., Subbarao, M (6-10 October 2003), “A range image refinement technique for multi-view 3-D model reconstruction”, 3-D Digital Imagining and Modeling, 2003. 3-DIM 2003. Proceedings. Fourth International Conference, pp. 147 – 154. [5] H. Murata, X Mori, S. Yamashita, A. Maenaka, S. Okada, K. Oyamada, S. Kishimoto Sanyo Electric Co., Ltd., Osaka, Japan, (1998), “A Real-Time 2-D to 3-D Image Conversion Technique Using Computed Image Depth ”, SID Symposium Digest of Technical Papers, Vol. 29, Issue 1, pp. 919 – 923. [6] X-Ray Micro-tomography at the US National Library of Medicine Medical Subject Headings (MeSH) [7] Alon Geri, VP Engineering, Co-Founder (05/19/2014), Surgical Theater Offers 3-D Simulations of Medical Procedures, MDT Medical Design Technology. [8] Digital Image Processing (Second edition) Rafael C. Gonzalez and Richard E. Woods BIOGRAPHIES Ms. Trupti Sardar is currently pursuing Bachelor of Engineering in Computer Sciences from University of Pune. Her research interests are Computer Graphics and Digital Image Processing. Mr. Aniket Bhawkar is currently pursuing Bachelor of Engineering in Information Technology from University of Pune. His research interests are Software Architecture.