UWE Bristol Engineering showcase 2015
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Benjamin Williams<br />
MEng Mechanical <strong>Engineering</strong><br />
Project Supervisor<br />
Melvyn Smith<br />
Computer Vision For Scoliosis Diagnosis<br />
The Condion<br />
Scoliosis is the curvature of the spine. The condion<br />
comes in different forms. Angle, posion of curve, and<br />
rotaon can also be present.<br />
The diagnosis begins with an observaonal analysis where<br />
the contours of the persons back are idenfied for abnormalies.<br />
Abnormalies that suggest the presence of scoliosis<br />
would be as shown boom right.<br />
The severity may be judged by the Cobb method of measuring<br />
the angle of the curve. This is conducted by the<br />
measurement of an x-ray.<br />
The key requirements in the diagnosis of the condion<br />
are a means to understand the chances of development<br />
of the condion as well as classifying the condion at its<br />
current state.<br />
Children are most likely to have a progression of the condion<br />
as it oen progresses more so during growth. The<br />
use of the Risser sign is a good indicaon of the skeletal<br />
maturity and as it esmates growth rate.<br />
Summary of Current Situaon<br />
Variety of condion and mulple methods of diagnosis<br />
leads to complexity in decisions for forward<br />
<br />
<br />
<br />
<br />
<br />
movement with regards to its treatment<br />
Likelihood of over-referrals to specialists.<br />
Time taken up not just by over referral but by con-<br />
nuous check ups<br />
Too many people who have the condion and it<br />
goes undetected<br />
Constant checkups especially for children<br />
Restricon in diagnoses<br />
Requirements<br />
<br />
<br />
<br />
<br />
Capable of performing mulple diagnosis methods<br />
on a paent at one me including severity and likelihood<br />
of developing<br />
Be quick to diagnose, efficient and cheap.<br />
Require no training<br />
Increase awareness, especially to children<br />
Means of transferring it to be used at home<br />
Summary of Findings<br />
Method Advantages Disadvantages<br />
Kinect Easy computaon as greyscale<br />
Proof of use of human<br />
tracking<br />
Unaffected by light<br />
Effecve depth measure<br />
and at appropriate distance<br />
Stereo<br />
Vision<br />
<br />
<br />
<br />
Use of certain algorithms<br />
can lower computaon<br />
Able to use matlab to produce<br />
algorithms which is<br />
simple to learn and use<br />
Some stereo cameras capable<br />
of creang image<br />
Camera Cheap<br />
Camera easy to use<br />
Available soware<br />
Good calibraon of images<br />
Further scope<br />
Using this at home to measure the progression of a pa-<br />
ents spine possibly through use of a game for use with<br />
the Kinect.<br />
The Kinects great tracking power could also be used in<br />
order to produce a means of physiotherapy to help with<br />
related back pain.<br />
This could be used not just for scoliosis but with the consideraon<br />
of any physiotherapy exercise a person could<br />
be tested by such a game or device which will help them<br />
perform them most efficiently.<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
<br />
Soware relies upon computer<br />
operang system<br />
Difficulty in geng correct<br />
soware<br />
Wire when used<br />
Difficulty dealing with occlusions<br />
Unable to use if with sunlight<br />
or shadow<br />
More room for error with<br />
back being of consistent<br />
colour and not much varia-<br />
on of geometry<br />
Difficult to take photographs<br />
from same distance<br />
away<br />
Many images need to be<br />
taken<br />
Time to complete procedure<br />
long<br />
Project Summary<br />
The study explores the jusficaons for implemenng<br />
a means of scoliosis for the development<br />
and improved diagnosis of scoliosis.<br />
The invesgaon compares the types of<br />
computer vision which could be used based<br />
on the requirements and feasibility of each<br />
one.<br />
Project Objecves<br />
The objecve of this study is to idenfy the<br />
best imaging system as an early stage of<br />
screening for such condions as scoliosis.<br />
Areas of invesgaon have been, looking<br />
into the condion, understanding what it is<br />
and how current methods of its diagnosis<br />
can be developed. This provides grounds to<br />
base the rest of the study on which is looking<br />
into three possibilies of computer vision<br />
techniques; The Kinect, Stereo Vision<br />
and Soware aided photography.<br />
Project Conclusions<br />
Each method has their advantages and disadvantages<br />
if applied to screening scoliosis.<br />
There is feasibility in the use of computer<br />
vision as a way of screening although there<br />
would be no suggeson that it would completely<br />
replace radiographs.<br />
There appears to be feasibility in the classificaon<br />
and therefore diagnoses of all methods.<br />
There is a wide scope for further development<br />
of computer vision, mainly Kinect it<br />
would appear for physical exercise tracking<br />
and self monitoring.