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IJSRD - International Journal for Scientific Research & Development| Vol. 2, Issue 07, 2014 | ISSN (online): 2321-0613
All rights reserved by www.ijsrd.com 640
Follow Me Robot Technology
Abhinav Gupta1
1
B.Tech
1
Department Mechanical Engineering
1
VIT University
Abstract— The Follow-me bot is primarily humanoid with
multiple degrees of freedom(one you might have seen in
Real steel movie by Hugh Jackman). From the get go site, it
has all the earmarks of being much the same as any other
humanoid robot however the true contrast comes in when
we go inside its working system. Follow-me bot lives up to
expectations and follow the rules guideline for remote
human type robot interface. It will take client's body
movement as info and move much the same as him/her. It's
more like offering sight to the robot and it'll mimicries
client's movement. Dissimilar to another humanoid robot,
the controller in this present bot's structural planning is the
client himself. Controllers can steer correspond with the
machine simply depending on body developments, and
along these lines control the activities of remote robot
progressively, coordination, and harmonization. The outline
is a synthesis of new human movement catch strategies,
sagacious executor controltechnique, system transmission,
different sensor combination innovation. The name 'Follow-
me bot' is utilized on the grounds that much the same as our
follow-me, it'll move definitely in the same manner as we
seem to be. This paper quickly portrays all the portions of
the humanoid robot utilizing Kinect engineering.
Keywords: Follow-me bot, Human-Robot, kinect, wireless
robot interface, Robotic Interface
I. INTRODUCTION
The Follow-me bot is a basic humanoid (as shown in figure
1) with 19 degrees of freedom, 43cmsheight, 1.55kgs weight
and made up of lightaluminium. At first site, it appears to be
just like anyother humanoid robot but the real difference
comes inwhen we go inside its working mechanism. Follow-
mebot works on the principle of wireless human-
robotinterface. It will take user’s body motion as an
inputand move just like him/her. It’s more like giving sight
to the robot and it’ll mimicries user’s motion. Unlike any
other humanoid robot, the main control ofthe bot’s is the
user himself. Manipulators can directly communicate with
the processing unit by just relying on body movements,
thereby controlling the robot in real time.
The design is aconcatenation of motion capture,
agent control, signal transmission. The name ‘Follow-me
bot’ is used because just like our follow-me, it’ll move
precisely in the same fashion as we are.The principle of
Human-Machine interaction to humanoid robot mainly
includes the four types of machinery, acoustics,
electromagnetism and optics. To achieve the sight function
of the bot, we are using Microsoft's 'Kinect Technology'
created with Primesense at its heart. This strategy not just
makes individuals no more wear various sorts of sensors,
additionally decay expenses of supplies. Kinect is another
Controller innovation presented by Microsoft in2010(1).
Kinect can track developments also voices, and even
distinguish faces without need of any extra gadgets (2).
Fig. 1: The Kinect gadget by Microsoft with the Kinect then
again Polaroid reference outline. The z–axis is calling
attention to of the Polaroid (courtesy of Microsoft)
This paper exhibits an endeavor to utilize Kinect
innovation in planning humanoid follow-me robot with 19
degrees of freedom.
II. KINECT
To perceive body signal and movement, it makes utilization
of profundity mapping and after that construe the body
position. For making a profundity guide, organized light
isutilized which is anticipated utilizing Infrared Laser Light
Projector at 800 nm, and the reflection is caught by Infrared
CMOS Polaroid with matching bandpass channel. This light
has a particular example and any change in the reflected
example is be located. This could be done under any
encompassing light condition and can locate up to 20 joints
of human body, therefore making it a to a great degree
vigorous procedure. A new chip named Prime sense, which
forms all the information from the IR Polaroid and produce
the guide, ascertains the profundity map. A. Prime senseThe
profundity sensor engineering was produced by Israeli
Prime Sense.(3) The profundity discovery system of Ps1080
is extremely basic yet viable, furthermore is focused around
triangulation like a standard stereo Polaroid. [4] The stereo
Polaroids take two perspectives of the same thing from
diverse points, find the distinctionin the middle of them, and
concentrate profundity by triangulation. Anyhow
impediment, rehashed examples, and absence of surfaces
make it hard to discover the distinction between two sees.
To counter this issue, settled spot design/surface is utilized
within laser. This surface is deliberately intended to present
exceptional examples along the epipolar lines to authorize
that the correspondence could be discovered essentially by
connection. This methodology is known as anticipated
surface. [5]
A. Kinect Depth Flow
The primary inquiry emerges here is, How to get the
profundity of the example? The answer for this is extremely
astute. To settle this, a strategy called profundity from
centering. The spot surface comprises of roundabout dabs.
At the point when projector ventures the example, the
roundabout dabs get to be oval relying on the profundity of
Follow Me Robot Technology
(IJSRD/Vol. 2/Issue 07/2014/145)
All rights reserved by www.ijsrd.com 641
the range. The Polaroids have exceptional astigmatic lenses
with distinctive central lengths in x-pivot and y-hub, which
enhances the precision of catching the reflected design from
the surface. This makes the edges of surface closer to the
projector look more keen as contrasted with the edges of far
surfaces. This aides in identification of profundity and its
mapping. From the Prime sense local drivers about Kinect, a
reference picture is prestoredof size 1280x1024. Also the
velocity of the IR sensor is cognizant with 1280x1024 at
30fps. This plainly recommends that the profundity
extraction calculation takes 1280x1024 pictures in use for
calculation. Then again, Kinect gives profundity extraction
at 622x480 with 3 bits of sub-pixel exactness. Normally
sub-pixel accuracy is acquired utilizing quadratic insertion,
yet this is lavish in equipment. Piece matching could be
proficiently actualized rather, so we recommend that the
inward reference picture is upsampled at 5120x1024 inside
and the SAD is carried out on an asymmetricalwindow,
where 17x17 pixels from the IR picture are matched against
68x17 pixels of the reference. [6]
III. OPENNI
Open Natural Interaction, the term Natural Communication
focuses towards the idea of Humanmachine communication
demonstrated on human faculties, for the most part cantered
around sight & discourse. This module incorporates:
 Voice and order discovery, where the target
machine gets vocal directions.
 Hand motions, where the prearranged hand motions
are utilized to control the machine's action.Like
enacting and deactivating certain capacities, and so
forth
 Body movement, where full body development is
followed, dissected and deciphered for controlling
the machine's movement. Openni is a skeleton,
which gives its Application Programming
Interfaces' (API) for building applications using
Natural Interaction. The Openni standard API
empowers common collaboration application
designers to track genuine living (3d) scenes by
using information sorts that are computed from the
information of a sensor (for instance, representation
of a full body, representation of a hand area, an
exhibit of the pixels in a profundity guide etc).
Applications could be composed paying little mind
to the sensor or middleware suppliers. [7]
A. NiTE (OpenNI module)
Openni module Nite is utilized for skeleton following, to
follow the movement of the client. In Openni, human body
is made of joints, and each joint have the data with respect
to area and introduction of the human. Along these lines,
skeleton mapping is so basic. In dynamic motion track
discovery, signal discovery rate has everlastingly been a
pull, because the conventional hand motion discovery in a
manner to separate the hand kind from the enveloping
nature's domain, then check the palm position has been one
among the troublesome issues. A Kinect based element
signal mechanical sensation distinguishing proof technique,
use Openni wherever palm is plot as a Kinect hub, rapidly
and correctly get the palm position coordinates, then utilize
the HMM engineering to attempt and do signal model
instructing to upgrade the discovery rate. (8)
B. Pick up administration
The process begins once the prevailing human, what we'll
call a User, gains control over the gadget. This might be
offered in 2 by this module, "click" and 'wave'.
These zone unit essential motions client can
perform before of the indicator to instigate its centering.
What's more once a client picks up the control, no option
individual will get astute till the client discharges the
administration (which normally happens once the client
leaves the field-of-perspective for extra then ten seconds).
To be makeshift, "Click" signal is similar to raising your
hands up (till your eye level, with a finger plainly
unmistakable to the sensor), and swings them to and fro
(with clear titan forward and retrograde movement, 25 cm in
any event). Furthermore "Wave" signal is similar to raising
one of your hands straight up and move it from left to right
(7 times to complete the motion). This movement finishing
is key as a consequence of it recognizes the control-motion
from rest.
This control-motion discovery will surely be
misconstrued with option hand developments, so to
recognize these 2 motions from rest of them is how their
discovery begins. Click motion discoverybegins once every
the hands will an oversized enough movement in forward
course. While wave motion discovery begins once one
prevailing hand is twofold in left-to-right course. Presently,
to stick with it in your administration, keep your controlling
hand detached from option objects, which incorporates your
body as well. This might be as a consequence of doing this
will result under control point spatial connection (on the
thing which came in the middle of your hand and sensor).
Along these lines, clearly, client isn't affirmed to bit
something while prevailing.
C. Standing out to User
There are frequently numerous people before of the locator.
To recognize the client from every one of them, all in the
scene is designated with an independent and unending ID in
view of the mark map. Also upheld this mark map, the
skeleton of client can assemble up and skeleton following
can start. In this way, its agreeable that if any downside
happens in mark mapping algorithmic system, then the
complete procedure can breakdown and can result in partner
erroneous introduction of the skeleton. The slip will
accompany few extra things like
 User moving too close to the articles inside the
scene, illustration dividers.
Follow Me Robot Technology
(IJSRD/Vol. 2/Issue 07/2014/145)
All rights reserved by www.ijsrd.com 642
 Moving the locator while client division is
dynamic.
 once 2 clients territory unit moving close to each
other.
D. Skeleton pursue
Skeleton of the client is shaped to follow the movement of
the joints of the client's body and administration the gadget.
To structure the skeleton, client needs to are accessible the
field-of-perspective of the sensors, and that is it. The
calculation of name mapping can aggregate as in a matter of
seconds as the client enters the read field and ID can get
selected to him. Also as without further ado in light of the
fact that the control-signal finishes, the algorithmic system
of skeleton making makes a skeleton of the client's body
there's perform for auto-calibration, which makes the
skeleton extra right as the time passes.(9)
Auto-adjustment lives up to expectations once the
vast majority of the client's body is obvious to indicator,
proposes that the client should be standing instead of sitting,
with each one hands out, and no speedy developments.
This pursuit creates a Confidence code agreeing to which
1 = surety of discovery, and zero = discovery fall flat.
Additionally, center values like zero.5 will happen just if
there should be an occurrence of joints, at the point when
the skeleton heuristics is empowered and heuristic balanced
their position.
IV. WIRELESS SYSTEM
Remote gadget utilizes new IEEE 802.11n models, that has
respectably expanded rate to 600mb/sec with the occupation
of 4 spacial stream of channel expansiveness of 40 mhz
[10]. Microchip Beaglebone Black is utilized for getting
charges from the Wireless Network Card and sending them
to the determined segments of the machine. This is carried
out by the situated of project running on the microchip and
can unscramble the paired order for vital activities.
V. CONCLUSION
This paper in short depicts all the portions of the whole
outline of robot Follow-me Bot misuse Kinect. The fancy
portrayal of Kinect, its building parts, furthermore the
capacities of calculation behind can encourage in
understanding the working component of the framework.
The remote system is put to kill the necessity of Polaroid
and projector on the robot. this may construct the robot a
great deal of hearty, proficient, and reasonable from one
position. we tend to square measure persuaded that the
preparatory result of this paper can open new skylines to the
livelihood of kinect innovation inside the thinking of a robot
follow-me robot.
REFERENCES
[1] Wikipedia. Kinect—Wikipedia, the free encyclopedia.
http://en.wikipedia.org/wiki/Kinect, 2011.
[2] J. Giles. Inside the race to hack the Kinect. The New
Scientist,208(2789):22–23, 2010.
[3] Prime Sense. Prime sense kinect’s hardware.
http://www.primesense.com, 2010
[4] Weibo Song, XianjiuGuo, Fengjiao Jiang, Song
Yang, Guoxing Jiang, Yunfeng Shi, Teleoperation
Humanoid Robot Control System Based on Kinect
Sensor, 4th International Conference on Intelligent
Human-Machine Systems and Cybernetics, vol. 2,
2012, pp. 264-267.
[5] http://irl.postech.ac.kr/class/mr_2013/Kinect_sensor/r
eferences/kinect.pdf
[6] Manuel Martinez and Rainer Stiefelhagen, Kinect
Unleashed: Getting Control over High Resolution
Depth Maps, IAPR Conference on Machine Vision
Applications, May 2013.
[7] Jae-Han Park, Yong-Deuk Shin, Ji-Hun Bae, and
Moon- Hong Baeg, Spatial uncertainty model for
visual features using a kinect sensor, Sensors, 2012.
[8] Youwen Wang Cheng Yang ;Xiaoyu Wu ;
Shengmiao Xu ;Hui Li, Coll. of Inf. Eng., Commun.
Univ. Of China, Beijing, China Intelligent Human-
Machine Systems and Cybernetics (IHMSC), 2012 4th
International Conference Nanchang, Jiangxi
(Volume:1 ) 26-27 Aug. 2012 Page(s):274 –279,
Publisher:IEEE
[9] http://www.openni.org/wpcontent/
uploads/2013/02/NITE-Algorithms.pdf David Fiedler
and einrich u ller, Impact ofthermal and
environmental conditions on the kinect sensor,
International Workshop on Depth Image Analysis at
the 21st International Conference on Pattern
Recognition, 2012.

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Follow Me Robot Technology

  • 1. IJSRD - International Journal for Scientific Research & Development| Vol. 2, Issue 07, 2014 | ISSN (online): 2321-0613 All rights reserved by www.ijsrd.com 640 Follow Me Robot Technology Abhinav Gupta1 1 B.Tech 1 Department Mechanical Engineering 1 VIT University Abstract— The Follow-me bot is primarily humanoid with multiple degrees of freedom(one you might have seen in Real steel movie by Hugh Jackman). From the get go site, it has all the earmarks of being much the same as any other humanoid robot however the true contrast comes in when we go inside its working system. Follow-me bot lives up to expectations and follow the rules guideline for remote human type robot interface. It will take client's body movement as info and move much the same as him/her. It's more like offering sight to the robot and it'll mimicries client's movement. Dissimilar to another humanoid robot, the controller in this present bot's structural planning is the client himself. Controllers can steer correspond with the machine simply depending on body developments, and along these lines control the activities of remote robot progressively, coordination, and harmonization. The outline is a synthesis of new human movement catch strategies, sagacious executor controltechnique, system transmission, different sensor combination innovation. The name 'Follow- me bot' is utilized on the grounds that much the same as our follow-me, it'll move definitely in the same manner as we seem to be. This paper quickly portrays all the portions of the humanoid robot utilizing Kinect engineering. Keywords: Follow-me bot, Human-Robot, kinect, wireless robot interface, Robotic Interface I. INTRODUCTION The Follow-me bot is a basic humanoid (as shown in figure 1) with 19 degrees of freedom, 43cmsheight, 1.55kgs weight and made up of lightaluminium. At first site, it appears to be just like anyother humanoid robot but the real difference comes inwhen we go inside its working mechanism. Follow- mebot works on the principle of wireless human- robotinterface. It will take user’s body motion as an inputand move just like him/her. It’s more like giving sight to the robot and it’ll mimicries user’s motion. Unlike any other humanoid robot, the main control ofthe bot’s is the user himself. Manipulators can directly communicate with the processing unit by just relying on body movements, thereby controlling the robot in real time. The design is aconcatenation of motion capture, agent control, signal transmission. The name ‘Follow-me bot’ is used because just like our follow-me, it’ll move precisely in the same fashion as we are.The principle of Human-Machine interaction to humanoid robot mainly includes the four types of machinery, acoustics, electromagnetism and optics. To achieve the sight function of the bot, we are using Microsoft's 'Kinect Technology' created with Primesense at its heart. This strategy not just makes individuals no more wear various sorts of sensors, additionally decay expenses of supplies. Kinect is another Controller innovation presented by Microsoft in2010(1). Kinect can track developments also voices, and even distinguish faces without need of any extra gadgets (2). Fig. 1: The Kinect gadget by Microsoft with the Kinect then again Polaroid reference outline. The z–axis is calling attention to of the Polaroid (courtesy of Microsoft) This paper exhibits an endeavor to utilize Kinect innovation in planning humanoid follow-me robot with 19 degrees of freedom. II. KINECT To perceive body signal and movement, it makes utilization of profundity mapping and after that construe the body position. For making a profundity guide, organized light isutilized which is anticipated utilizing Infrared Laser Light Projector at 800 nm, and the reflection is caught by Infrared CMOS Polaroid with matching bandpass channel. This light has a particular example and any change in the reflected example is be located. This could be done under any encompassing light condition and can locate up to 20 joints of human body, therefore making it a to a great degree vigorous procedure. A new chip named Prime sense, which forms all the information from the IR Polaroid and produce the guide, ascertains the profundity map. A. Prime senseThe profundity sensor engineering was produced by Israeli Prime Sense.(3) The profundity discovery system of Ps1080 is extremely basic yet viable, furthermore is focused around triangulation like a standard stereo Polaroid. [4] The stereo Polaroids take two perspectives of the same thing from diverse points, find the distinctionin the middle of them, and concentrate profundity by triangulation. Anyhow impediment, rehashed examples, and absence of surfaces make it hard to discover the distinction between two sees. To counter this issue, settled spot design/surface is utilized within laser. This surface is deliberately intended to present exceptional examples along the epipolar lines to authorize that the correspondence could be discovered essentially by connection. This methodology is known as anticipated surface. [5] A. Kinect Depth Flow The primary inquiry emerges here is, How to get the profundity of the example? The answer for this is extremely astute. To settle this, a strategy called profundity from centering. The spot surface comprises of roundabout dabs. At the point when projector ventures the example, the roundabout dabs get to be oval relying on the profundity of
  • 2. Follow Me Robot Technology (IJSRD/Vol. 2/Issue 07/2014/145) All rights reserved by www.ijsrd.com 641 the range. The Polaroids have exceptional astigmatic lenses with distinctive central lengths in x-pivot and y-hub, which enhances the precision of catching the reflected design from the surface. This makes the edges of surface closer to the projector look more keen as contrasted with the edges of far surfaces. This aides in identification of profundity and its mapping. From the Prime sense local drivers about Kinect, a reference picture is prestoredof size 1280x1024. Also the velocity of the IR sensor is cognizant with 1280x1024 at 30fps. This plainly recommends that the profundity extraction calculation takes 1280x1024 pictures in use for calculation. Then again, Kinect gives profundity extraction at 622x480 with 3 bits of sub-pixel exactness. Normally sub-pixel accuracy is acquired utilizing quadratic insertion, yet this is lavish in equipment. Piece matching could be proficiently actualized rather, so we recommend that the inward reference picture is upsampled at 5120x1024 inside and the SAD is carried out on an asymmetricalwindow, where 17x17 pixels from the IR picture are matched against 68x17 pixels of the reference. [6] III. OPENNI Open Natural Interaction, the term Natural Communication focuses towards the idea of Humanmachine communication demonstrated on human faculties, for the most part cantered around sight & discourse. This module incorporates:  Voice and order discovery, where the target machine gets vocal directions.  Hand motions, where the prearranged hand motions are utilized to control the machine's action.Like enacting and deactivating certain capacities, and so forth  Body movement, where full body development is followed, dissected and deciphered for controlling the machine's movement. Openni is a skeleton, which gives its Application Programming Interfaces' (API) for building applications using Natural Interaction. The Openni standard API empowers common collaboration application designers to track genuine living (3d) scenes by using information sorts that are computed from the information of a sensor (for instance, representation of a full body, representation of a hand area, an exhibit of the pixels in a profundity guide etc). Applications could be composed paying little mind to the sensor or middleware suppliers. [7] A. NiTE (OpenNI module) Openni module Nite is utilized for skeleton following, to follow the movement of the client. In Openni, human body is made of joints, and each joint have the data with respect to area and introduction of the human. Along these lines, skeleton mapping is so basic. In dynamic motion track discovery, signal discovery rate has everlastingly been a pull, because the conventional hand motion discovery in a manner to separate the hand kind from the enveloping nature's domain, then check the palm position has been one among the troublesome issues. A Kinect based element signal mechanical sensation distinguishing proof technique, use Openni wherever palm is plot as a Kinect hub, rapidly and correctly get the palm position coordinates, then utilize the HMM engineering to attempt and do signal model instructing to upgrade the discovery rate. (8) B. Pick up administration The process begins once the prevailing human, what we'll call a User, gains control over the gadget. This might be offered in 2 by this module, "click" and 'wave'. These zone unit essential motions client can perform before of the indicator to instigate its centering. What's more once a client picks up the control, no option individual will get astute till the client discharges the administration (which normally happens once the client leaves the field-of-perspective for extra then ten seconds). To be makeshift, "Click" signal is similar to raising your hands up (till your eye level, with a finger plainly unmistakable to the sensor), and swings them to and fro (with clear titan forward and retrograde movement, 25 cm in any event). Furthermore "Wave" signal is similar to raising one of your hands straight up and move it from left to right (7 times to complete the motion). This movement finishing is key as a consequence of it recognizes the control-motion from rest. This control-motion discovery will surely be misconstrued with option hand developments, so to recognize these 2 motions from rest of them is how their discovery begins. Click motion discoverybegins once every the hands will an oversized enough movement in forward course. While wave motion discovery begins once one prevailing hand is twofold in left-to-right course. Presently, to stick with it in your administration, keep your controlling hand detached from option objects, which incorporates your body as well. This might be as a consequence of doing this will result under control point spatial connection (on the thing which came in the middle of your hand and sensor). Along these lines, clearly, client isn't affirmed to bit something while prevailing. C. Standing out to User There are frequently numerous people before of the locator. To recognize the client from every one of them, all in the scene is designated with an independent and unending ID in view of the mark map. Also upheld this mark map, the skeleton of client can assemble up and skeleton following can start. In this way, its agreeable that if any downside happens in mark mapping algorithmic system, then the complete procedure can breakdown and can result in partner erroneous introduction of the skeleton. The slip will accompany few extra things like  User moving too close to the articles inside the scene, illustration dividers.
  • 3. Follow Me Robot Technology (IJSRD/Vol. 2/Issue 07/2014/145) All rights reserved by www.ijsrd.com 642  Moving the locator while client division is dynamic.  once 2 clients territory unit moving close to each other. D. Skeleton pursue Skeleton of the client is shaped to follow the movement of the joints of the client's body and administration the gadget. To structure the skeleton, client needs to are accessible the field-of-perspective of the sensors, and that is it. The calculation of name mapping can aggregate as in a matter of seconds as the client enters the read field and ID can get selected to him. Also as without further ado in light of the fact that the control-signal finishes, the algorithmic system of skeleton making makes a skeleton of the client's body there's perform for auto-calibration, which makes the skeleton extra right as the time passes.(9) Auto-adjustment lives up to expectations once the vast majority of the client's body is obvious to indicator, proposes that the client should be standing instead of sitting, with each one hands out, and no speedy developments. This pursuit creates a Confidence code agreeing to which 1 = surety of discovery, and zero = discovery fall flat. Additionally, center values like zero.5 will happen just if there should be an occurrence of joints, at the point when the skeleton heuristics is empowered and heuristic balanced their position. IV. WIRELESS SYSTEM Remote gadget utilizes new IEEE 802.11n models, that has respectably expanded rate to 600mb/sec with the occupation of 4 spacial stream of channel expansiveness of 40 mhz [10]. Microchip Beaglebone Black is utilized for getting charges from the Wireless Network Card and sending them to the determined segments of the machine. This is carried out by the situated of project running on the microchip and can unscramble the paired order for vital activities. V. CONCLUSION This paper in short depicts all the portions of the whole outline of robot Follow-me Bot misuse Kinect. The fancy portrayal of Kinect, its building parts, furthermore the capacities of calculation behind can encourage in understanding the working component of the framework. The remote system is put to kill the necessity of Polaroid and projector on the robot. this may construct the robot a great deal of hearty, proficient, and reasonable from one position. we tend to square measure persuaded that the preparatory result of this paper can open new skylines to the livelihood of kinect innovation inside the thinking of a robot follow-me robot. REFERENCES [1] Wikipedia. Kinect—Wikipedia, the free encyclopedia. http://en.wikipedia.org/wiki/Kinect, 2011. [2] J. Giles. Inside the race to hack the Kinect. The New Scientist,208(2789):22–23, 2010. [3] Prime Sense. Prime sense kinect’s hardware. http://www.primesense.com, 2010 [4] Weibo Song, XianjiuGuo, Fengjiao Jiang, Song Yang, Guoxing Jiang, Yunfeng Shi, Teleoperation Humanoid Robot Control System Based on Kinect Sensor, 4th International Conference on Intelligent Human-Machine Systems and Cybernetics, vol. 2, 2012, pp. 264-267. [5] http://irl.postech.ac.kr/class/mr_2013/Kinect_sensor/r eferences/kinect.pdf [6] Manuel Martinez and Rainer Stiefelhagen, Kinect Unleashed: Getting Control over High Resolution Depth Maps, IAPR Conference on Machine Vision Applications, May 2013. [7] Jae-Han Park, Yong-Deuk Shin, Ji-Hun Bae, and Moon- Hong Baeg, Spatial uncertainty model for visual features using a kinect sensor, Sensors, 2012. [8] Youwen Wang Cheng Yang ;Xiaoyu Wu ; Shengmiao Xu ;Hui Li, Coll. of Inf. Eng., Commun. Univ. Of China, Beijing, China Intelligent Human- Machine Systems and Cybernetics (IHMSC), 2012 4th International Conference Nanchang, Jiangxi (Volume:1 ) 26-27 Aug. 2012 Page(s):274 –279, Publisher:IEEE [9] http://www.openni.org/wpcontent/ uploads/2013/02/NITE-Algorithms.pdf David Fiedler and einrich u ller, Impact ofthermal and environmental conditions on the kinect sensor, International Workshop on Depth Image Analysis at the 21st International Conference on Pattern Recognition, 2012.