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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 569
Analysing Wound Area Measurement Using Android App
Mrs.Brindha.J1, Divvya.A.P2, Subashini.A3, Nila.V4
1Assistant Professor, Dept. of Electronics and Instrumentation Engineering, Panimalar Engineering College,
Chennai, Tamil Nadu, India
2,3,4 Students, Dept .of Elecronics and Instrumentation Engineering, Panimalar Engineering College,
Chennai, Tamil Nadu
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - This Project proposes a portable wound area
measurement method based on the Pixel calculation of digital
images. Its objective is to provide a practical, fast and Non -
invasive technique for medical staff to monitor the healing
process of chronic wounds. Whereas existing system only
identifies wound size and does not provide its healing status
and its accuracy is low.
The initial segmentation in proposed system can also be
modified by the user, providing higher control and accuracy.
Area measurements are further normalized to remove effects
of camera distance and angle. The application has been
implemented for the android platform version 2.2 with a
prototype model running on any smart phone. The results to
evaluate the efficacy of the applicationhavebeenencouraging
with high accuracy level. Accompanied database stores all
relevant wound information. Stored information makes
possible qualitative and quantitative tracking of wound
healing process, which gives the clinician necessary
information to evaluate and adjust used therapy. The current
methodology has been used where the system provides the
usefulness of portability and the ease of use that other devices
have failed to achieve.
Key Words: Wound Analysis, Image Extraction, K-Mean
Clustering, Kernal Algorithm, Pixel Calculation, Histogram.
1. INTRODUCTION
The dimensions of chronic wounds alter with time due to
reasons such as Epithelial Closure and Increased Swelling.
Hence, time-evolution of wound area is recorded in order to
assess the rate of healing and theeffectiveness oftreatments.
Traditional wound area measurements are in the form of
measuring perpendicular distances of the wound border,
manual tracing and digital photography. These
measurements are prone to be tedious, inconsistent and
inaccurate. Furthermore, tools based on image processing
techniques require stationary units.
Wounds primarily consist of a non-uniformmixture
of black Necrotic Eschar, yellow Necrosis and Fibrin
(slough),and red Granulation tissuewhichindicatesthestate
of healing of different tissue types. These coloration
differences adds to the complexity of area segmentation
since the clarity of the wound border depends on the
wound’s inner hues and outer skin colours. Builtona mobile
phone, the software is interfaced via Bluetooth witha laptop
where the segmentation is carried out based on
morphological operations.
A histogram method is used tocalculatethenumber
of pixels within the wound, which is then scaled totheactual
size using the initial calibrationtriangle.Manual refining and
complete retracing are also enabled. In this report, the
results based on a clinical sample of twenty wound images
and five users comparing against statistics for traditional
measurement methods.
1.1 Android Application
Android applications are primarilywrittenintheJava
programming language. During development the developer
creates the Android specific configuration files and writes
the application logic in the Java programming language. The
ADT or the Android Studio tools convert these application
files, transparently to the user, into an Android application.
When developers trigger the deployment in their IDE, the
whole Android application is compiled, packaged, deployed
and started.
There are procedures you have to follow in mobile
application development. The developer has to figure out
first what the applications theme is. “What will this
application be about?” is what the developerhastoask hisor
her self. Once that is complete the developer has to know
what OS they will use. IPhone applications can only be used
through MacOS. After picking your OS the developer then
starts to think about its functionality.
After choosing what the application will do, the
developer then needs to contemplate on the initial look of
the application. What the application appearance is
determines on whether a user will want to use it. The
application cannot be bulky because the user will not know
what to do with it because it has so much stuff to look at.The
application cannot be too simple because it will be boring.
2. EXISTING SYSTEM
The semi-portable wound measurement system
developed by Duckworth et al is one of the key comparable
for our application. The user is required to draw the border
contour manually on the touch screen of the phone. Almost
all the process will be carried out on the phone. So it takes a
lot of time to produce the output.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 570
3. PROPOSED SYSTEM
This Project proposes a portable wound area measurement
method based on the Pixel calculation of digital images. Its
objective is to provide a practical, fast and Non - invasive
technique for medical staff to monitor the healing process of
chronic wounds. The initial segmentation can also be
modified by the user, providing higher control andaccuracy.
Area measurements are further normalized to remove
effects of camera distance and angle. The application has
been implemented for the android platform version2.2with
a prototype model running on any smart phone.
Accompanied database stores all relevant wound
information. Stored information makes possible qualitative
and quantitative tracking of wound healing process, which
gives the clinician necessary information to evaluate and
adjust used therapy.Thecurrentmethodology hasbeenused
where the system provides the usefulness of portability and
the ease of use that other devices have failed to achieve.
When the application is started you have to acquire a
picture on the start menu you can choose to take the picture
with the on- board camera or to pick it from your sdcard
through android gallery program. The start page is available
from any page after pressing the home button. Further even
when you are not running mobile wound analyzer, you can
invoke it from any application that allow youtodownload or
view a jpg file. MOVA register itself as system default image
viewer and it will be displayed in the list of available
applications dialogue chooser anytime import an image for
the first time you will be prompted to accept or modify the
name of the image file through the “image name ”dialogue
box
3.1 Explanation
1) Pre-processing: According to the need of the next level
the pre processing step convert the image. It performs
filtering of noise and other artifacts in the image and
sharpening the edges in the image. RGB to grey conversion
and Reshaping also takes place here. It includes shock filter
for noise removal.
2) Sobel Edge Detection:Theedgedetectiontechniquesare
well developed techniques of imageprocessingontheirown.
The edge based segmentation methods are based on the
rapid change of intensity value in an image because a single
intensity value does not provide good information about
edges. Edge detection techniques locate the edges where
either the first derivative of intensity is greater than a
particular threshold or the second derivative has zero
crossings. Result of these methods is basically a binary
image.
3) Kernal Algorithm: Technically, many of the approaches
in the department fall into the category of kernel algorithms.
They are based on the notion of positive-definite kernels.
These kernels can be shown to play three roles in learning.
First, the kernel can be thought of as a (nonlinear) similarity
measure that is used to compare the data (e.g., visual
images). Second, the kernel can be shown to correspond to
an inner product in an associated linear space with the
mathematical structure of a reproducing kernel Hilbert
space (RKHS). In this way, the kernel induces a linear
representation of the data. Third, itcanbeshownthata large
class of kernel algorithms leads to solutions that can be
expanded in terms of kernel functions centered on the
training data. In this sense, the kernel also determines the
function class used for learning, i.e., the hypotheses that are
used in examining the dataset for regularities. All three
issues lie at the heart of empirical inference, rendering
kernel methods an elegant mathematical framework for
studying learning and designing learning algorithms.
Image processing with kernel:
Having a render-to-texture frame buffer lets us color a pixel
based on its neighbours. We don't know the colors of the
neighbouring pixels yet in single-pass rendering. When
coloring a pixel based on its neighbours we usually talk
about a sliding window, or kernel - usually a 3x3 or 5x5grid;
a convolution matrix that says which neighbouring pixels
should influence our "origin" pixel. A weight is given to each
pixel covered by the kernel. This is the basis for many
filtering algorithms. We multiply each pixel value by the
weight in the kernel. All the results are summed together.
This usually gives a much higher color intensity value, so we
typically normalize it, or divide it by the sum of the weights.
4) Fuzzy Cluster Means Technique
In hard clustering, data is divided into distinct
clusters, where each data element belongs to exactly one
cluster. In fuzzy clustering(also referred to as soft
clustering), data elements can belong to more than one
cluster, and associated with each element is a set of
membership levels. These indicate the strength of the
association between that data element and a particular
cluster. Fuzzy clustering is a process of assigning these
membership levels, and then using them to assign data
elements to one or more clusters.
5) Result
This project was done with the objective of bringing
portability, objectivity and easy management in wound
measurement and related data. In overall, an average
accuracy of up to 90% can be provided through the current
application, given that camera distance, angle and lighting
conditions are in favour of the measurements.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 571
3.3 Output Images
The screen above shows the different types of image
processing techniques that can be processed by this
application after uploading the wound image.
The screen above shows the conversion of the original
wound image into the sobel imageintheandroidapplication.
The screen above shows the color histogram for the
processed wound image. Thusthecolorhistogramiseasyfor
understanding the status of wound.
The screen above shows the result in pixel value for the
processed wound image.
4. CONCLUSION
This project was done with the objectiveofbringing
portability, objectivity and easy management in wound
measurement and related data. In overall, an average
accuracy of up to 90% can be provided through the current
application, given that camera distance, angle and lighting
conditions are in favour of the measurements. Although
better accuracy can be achieved by further considerations
and processing techniques, this would be at a trade off with
processing power and time. Hence, thecurrentmethodology
has been used where the system provides the usefulness of
portability and the ease of use that other devices have failed
to achieve
5. FUTURE WORK
In this project, for the first time the process is made to work
relatively fast with a good accuracy rate. In the future, it
could well be implemented not only for wounds but also for
bone fractures and all. Because the technique works on the
basis of pixel calculation it could also be implemented along
with an equipment in the hospital for their convenience and
could also contribute to skin stitching in the hospital. This
can also be developed for retinal diseases with a proper
knowledge about the diseases that occur in the retina.
REFERENCES
[1] B. McQuiston, J. Whitestone, M. Stytz, J. Bishop, and
R.Henderson, “Image Technique for Wound Assessment”
Engineering in Medicine and Biology Society, IEEE 17th
Annual Conference, 1995, vol. 1, pp 513-514.
[2] V. Aslantas and T. Mehmet, “Differential Evolution
Algorithm For Segmentation Of Wound Images” in IEEE
International Symposium in Intelligent Signal Processing,
WISP, 2007, pp 1-5.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072
© 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 572
[3] T. D. Jones and P. Plassmann, “An Active Contour Model
for measuring the Area of Leg Ulcers” inIEEETransaction on
Medical Imaging, vol. 19, issue 12, pp1202– 1210,Dec2000.
[4] K. F. Lai and R. T. Chin, “Regularization, formulation and
initialization of the active contour models (snakes)”inAsian
Conf. Computer Vision, 1993, pp. 542–545.
[5] M. Duckworth, N. Patel, A. Joshi, and S. Lankton,
“Clinically Affordable Non-Contact Wound Measurement
Device” in RESNA, Phoenix, 2007.
[6]http://searchsoftwarequality.techtarget.com/definition/c
ollaboration-diagram
[7] https://en.wikipedia.org/wiki/Systems_architecture
[8]https://en.wikibooks.org/wiki/Systems_Analysis_and_De
sign

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IRJET- Analysing Wound Area Measurement using Android App

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 569 Analysing Wound Area Measurement Using Android App Mrs.Brindha.J1, Divvya.A.P2, Subashini.A3, Nila.V4 1Assistant Professor, Dept. of Electronics and Instrumentation Engineering, Panimalar Engineering College, Chennai, Tamil Nadu, India 2,3,4 Students, Dept .of Elecronics and Instrumentation Engineering, Panimalar Engineering College, Chennai, Tamil Nadu ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - This Project proposes a portable wound area measurement method based on the Pixel calculation of digital images. Its objective is to provide a practical, fast and Non - invasive technique for medical staff to monitor the healing process of chronic wounds. Whereas existing system only identifies wound size and does not provide its healing status and its accuracy is low. The initial segmentation in proposed system can also be modified by the user, providing higher control and accuracy. Area measurements are further normalized to remove effects of camera distance and angle. The application has been implemented for the android platform version 2.2 with a prototype model running on any smart phone. The results to evaluate the efficacy of the applicationhavebeenencouraging with high accuracy level. Accompanied database stores all relevant wound information. Stored information makes possible qualitative and quantitative tracking of wound healing process, which gives the clinician necessary information to evaluate and adjust used therapy. The current methodology has been used where the system provides the usefulness of portability and the ease of use that other devices have failed to achieve. Key Words: Wound Analysis, Image Extraction, K-Mean Clustering, Kernal Algorithm, Pixel Calculation, Histogram. 1. INTRODUCTION The dimensions of chronic wounds alter with time due to reasons such as Epithelial Closure and Increased Swelling. Hence, time-evolution of wound area is recorded in order to assess the rate of healing and theeffectiveness oftreatments. Traditional wound area measurements are in the form of measuring perpendicular distances of the wound border, manual tracing and digital photography. These measurements are prone to be tedious, inconsistent and inaccurate. Furthermore, tools based on image processing techniques require stationary units. Wounds primarily consist of a non-uniformmixture of black Necrotic Eschar, yellow Necrosis and Fibrin (slough),and red Granulation tissuewhichindicatesthestate of healing of different tissue types. These coloration differences adds to the complexity of area segmentation since the clarity of the wound border depends on the wound’s inner hues and outer skin colours. Builtona mobile phone, the software is interfaced via Bluetooth witha laptop where the segmentation is carried out based on morphological operations. A histogram method is used tocalculatethenumber of pixels within the wound, which is then scaled totheactual size using the initial calibrationtriangle.Manual refining and complete retracing are also enabled. In this report, the results based on a clinical sample of twenty wound images and five users comparing against statistics for traditional measurement methods. 1.1 Android Application Android applications are primarilywrittenintheJava programming language. During development the developer creates the Android specific configuration files and writes the application logic in the Java programming language. The ADT or the Android Studio tools convert these application files, transparently to the user, into an Android application. When developers trigger the deployment in their IDE, the whole Android application is compiled, packaged, deployed and started. There are procedures you have to follow in mobile application development. The developer has to figure out first what the applications theme is. “What will this application be about?” is what the developerhastoask hisor her self. Once that is complete the developer has to know what OS they will use. IPhone applications can only be used through MacOS. After picking your OS the developer then starts to think about its functionality. After choosing what the application will do, the developer then needs to contemplate on the initial look of the application. What the application appearance is determines on whether a user will want to use it. The application cannot be bulky because the user will not know what to do with it because it has so much stuff to look at.The application cannot be too simple because it will be boring. 2. EXISTING SYSTEM The semi-portable wound measurement system developed by Duckworth et al is one of the key comparable for our application. The user is required to draw the border contour manually on the touch screen of the phone. Almost all the process will be carried out on the phone. So it takes a lot of time to produce the output.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 570 3. PROPOSED SYSTEM This Project proposes a portable wound area measurement method based on the Pixel calculation of digital images. Its objective is to provide a practical, fast and Non - invasive technique for medical staff to monitor the healing process of chronic wounds. The initial segmentation can also be modified by the user, providing higher control andaccuracy. Area measurements are further normalized to remove effects of camera distance and angle. The application has been implemented for the android platform version2.2with a prototype model running on any smart phone. Accompanied database stores all relevant wound information. Stored information makes possible qualitative and quantitative tracking of wound healing process, which gives the clinician necessary information to evaluate and adjust used therapy.Thecurrentmethodology hasbeenused where the system provides the usefulness of portability and the ease of use that other devices have failed to achieve. When the application is started you have to acquire a picture on the start menu you can choose to take the picture with the on- board camera or to pick it from your sdcard through android gallery program. The start page is available from any page after pressing the home button. Further even when you are not running mobile wound analyzer, you can invoke it from any application that allow youtodownload or view a jpg file. MOVA register itself as system default image viewer and it will be displayed in the list of available applications dialogue chooser anytime import an image for the first time you will be prompted to accept or modify the name of the image file through the “image name ”dialogue box 3.1 Explanation 1) Pre-processing: According to the need of the next level the pre processing step convert the image. It performs filtering of noise and other artifacts in the image and sharpening the edges in the image. RGB to grey conversion and Reshaping also takes place here. It includes shock filter for noise removal. 2) Sobel Edge Detection:Theedgedetectiontechniquesare well developed techniques of imageprocessingontheirown. The edge based segmentation methods are based on the rapid change of intensity value in an image because a single intensity value does not provide good information about edges. Edge detection techniques locate the edges where either the first derivative of intensity is greater than a particular threshold or the second derivative has zero crossings. Result of these methods is basically a binary image. 3) Kernal Algorithm: Technically, many of the approaches in the department fall into the category of kernel algorithms. They are based on the notion of positive-definite kernels. These kernels can be shown to play three roles in learning. First, the kernel can be thought of as a (nonlinear) similarity measure that is used to compare the data (e.g., visual images). Second, the kernel can be shown to correspond to an inner product in an associated linear space with the mathematical structure of a reproducing kernel Hilbert space (RKHS). In this way, the kernel induces a linear representation of the data. Third, itcanbeshownthata large class of kernel algorithms leads to solutions that can be expanded in terms of kernel functions centered on the training data. In this sense, the kernel also determines the function class used for learning, i.e., the hypotheses that are used in examining the dataset for regularities. All three issues lie at the heart of empirical inference, rendering kernel methods an elegant mathematical framework for studying learning and designing learning algorithms. Image processing with kernel: Having a render-to-texture frame buffer lets us color a pixel based on its neighbours. We don't know the colors of the neighbouring pixels yet in single-pass rendering. When coloring a pixel based on its neighbours we usually talk about a sliding window, or kernel - usually a 3x3 or 5x5grid; a convolution matrix that says which neighbouring pixels should influence our "origin" pixel. A weight is given to each pixel covered by the kernel. This is the basis for many filtering algorithms. We multiply each pixel value by the weight in the kernel. All the results are summed together. This usually gives a much higher color intensity value, so we typically normalize it, or divide it by the sum of the weights. 4) Fuzzy Cluster Means Technique In hard clustering, data is divided into distinct clusters, where each data element belongs to exactly one cluster. In fuzzy clustering(also referred to as soft clustering), data elements can belong to more than one cluster, and associated with each element is a set of membership levels. These indicate the strength of the association between that data element and a particular cluster. Fuzzy clustering is a process of assigning these membership levels, and then using them to assign data elements to one or more clusters. 5) Result This project was done with the objective of bringing portability, objectivity and easy management in wound measurement and related data. In overall, an average accuracy of up to 90% can be provided through the current application, given that camera distance, angle and lighting conditions are in favour of the measurements.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 571 3.3 Output Images The screen above shows the different types of image processing techniques that can be processed by this application after uploading the wound image. The screen above shows the conversion of the original wound image into the sobel imageintheandroidapplication. The screen above shows the color histogram for the processed wound image. Thusthecolorhistogramiseasyfor understanding the status of wound. The screen above shows the result in pixel value for the processed wound image. 4. CONCLUSION This project was done with the objectiveofbringing portability, objectivity and easy management in wound measurement and related data. In overall, an average accuracy of up to 90% can be provided through the current application, given that camera distance, angle and lighting conditions are in favour of the measurements. Although better accuracy can be achieved by further considerations and processing techniques, this would be at a trade off with processing power and time. Hence, thecurrentmethodology has been used where the system provides the usefulness of portability and the ease of use that other devices have failed to achieve 5. FUTURE WORK In this project, for the first time the process is made to work relatively fast with a good accuracy rate. In the future, it could well be implemented not only for wounds but also for bone fractures and all. Because the technique works on the basis of pixel calculation it could also be implemented along with an equipment in the hospital for their convenience and could also contribute to skin stitching in the hospital. This can also be developed for retinal diseases with a proper knowledge about the diseases that occur in the retina. REFERENCES [1] B. McQuiston, J. Whitestone, M. Stytz, J. Bishop, and R.Henderson, “Image Technique for Wound Assessment” Engineering in Medicine and Biology Society, IEEE 17th Annual Conference, 1995, vol. 1, pp 513-514. [2] V. Aslantas and T. Mehmet, “Differential Evolution Algorithm For Segmentation Of Wound Images” in IEEE International Symposium in Intelligent Signal Processing, WISP, 2007, pp 1-5.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 05 Issue: 04 | Apr-2018 www.irjet.net p-ISSN: 2395-0072 © 2018, IRJET | Impact Factor value: 6.171 | ISO 9001:2008 Certified Journal | Page 572 [3] T. D. Jones and P. Plassmann, “An Active Contour Model for measuring the Area of Leg Ulcers” inIEEETransaction on Medical Imaging, vol. 19, issue 12, pp1202– 1210,Dec2000. [4] K. F. Lai and R. T. Chin, “Regularization, formulation and initialization of the active contour models (snakes)”inAsian Conf. Computer Vision, 1993, pp. 542–545. [5] M. Duckworth, N. Patel, A. Joshi, and S. Lankton, “Clinically Affordable Non-Contact Wound Measurement Device” in RESNA, Phoenix, 2007. [6]http://searchsoftwarequality.techtarget.com/definition/c ollaboration-diagram [7] https://en.wikipedia.org/wiki/Systems_architecture [8]https://en.wikibooks.org/wiki/Systems_Analysis_and_De sign