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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1655
AI Screen Presence
Chanakya Sharma1, Sahil Sukhadeve2, Md. Izhar Ahmed3, Yogesh Kumar4,
Shashank Kumar Singh5
1,2,3 B.Tech(ESE), National Institute Of Electronics And Information Technology, Aurangabad, Maharashtra, India
4,5 Scientist B, National Institute Of Electronics And Information Technology, Aurangabad, Maharashtra, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – With the coming of crisis paradigm change in
pattern of education came , offline teaching became online,
and so with it came several problems for traditional
teaching system. Classroom trained teachers were not able
to adjust to online teaching without chalk and duster. This
paper proposes a solution using Hand Tracking, Object
Detection, Visualize Writing and Visualize Typing methods.
We have developed a project which lets the user write and
type without touching the screen. It tracks and detects the
Hand Movement of the user. The user can select from
various given modes, it has writing mode, several shapes
like line, circle and rectangle, eraser mode and keyboard
mode. User can draw, write or type in air using different
selection modes. This project is developed using python
libraries such as OpenCV, Mediapipe, Pynput and Numpy
and is developed in python 3.10 version. It can be used for
teaching, writing messages. It can also be developed for
communication of specially abled, people , reduction of
usage of semiconductor devices like mobile and laptops to
write and can reduce wastage of paper.
Key Words: Virtual Writer, Virtual Keyboard, Hand
Detection, Shape Drawing, Character Recognition
1. INTRODUCTION
Necessity is the mother of invention, very rightly said.
From the stone age man to the Modern age man, we have
improved with our difficulties and challenges and have
fought so far with invention and improvements. Through
the times with many occuring challenges, there has been
an improvement in technology. From using computers on
vacuum tubes of room size capacity to getting the
computer in size of the wrist. This evolution so changed
the pattern of education from learning in the classroom to
gaining knowledge online. With the coming of the
Pandemic the change in education was quick and changes
were made, and so it came to the online education system.
But the difficulty was still faced when the classroom
trained teachers were not able to adjust on webcam
teaching. Because of not being accustomed to explaining
without writing on board or using sloppy apps to write.
This problem is solved by our project which uses the Hand
Detection method to gain the movement of the hand and
let the user write and type with keyboard using their hand
as if they are writing with a pen or chalk or writing on an
actual keyboard. It uses many libraries like OpenCV,
Mediapipe to capture the hand movement and let the user
choose different type of shapes like line, circle and
rectangle and also has eraser mode.
2. PROBLEM STATEMENT
This project can solve various problems – 1. Help in online
teaching without pen, paper, touch screen or mouse 2.
Virtual Keyboard can reduce dependency on laptop
keyboard 3. Message Writing can be done 4. Drawing and
Painting can be done virtually 5. Young children can be
taught interactive and fun activities 6. Can be Used For
Signatures 7.Help people with hearing problems in daily
life. 8. Avoid the wastage of Paper 9.Help prevent overuse
of smartphone.
3. METHODOLOGY
The high-level architecture of our proposed solution could
be separated into five parts. First, is Hand gesture
detection and Tracking which happens with the use of the
Open CV library and Mediapipe ,the hand is detected with
the use of coordinates and we have a standard set of
defined coordinates for our fingers and thumbs. The
coordinates are detected to let the program know which
part of the hand is being used. The Second Part is we give
Visualize Writing mode. In this part with coordinates
detected we form a specified mode of writing and erasing.
In the writing part, we detected the motion of the index
finger and let the user choose the size of the pen and
erasing mode. In Third Part Shape Mode the coordinate
detected are given specified formulas for making different
shapes In Fourth part, we add the Virtual Keyboard to our
system. The virtual keyboard when selected opens in new
window. In Fifth Part, we combine all the parts with
additional designs and features to make the whole project
work as one. In this project we have improved the
efficiency by combining hand detection system with
writing mode and virtual keyboard.
4. LITERATURE REVIEW
In [1] they took the use of large scale dataset and achieved
fingertip detection at about 12.22 pixel in a 640px by
480px. They tested 24 frames in different environment to
foresee the complexity and errors. The overlap rate of
hand detection came to be about 80 %. They used a faster
R-CNN based method for hand detection.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1656
In [2] from the finger dataset from Leap Motion Controller
they proposed method for writing in air, also the Leap
Motion Controller was able to detect the words and
characters written in air thus overcoming the problem
from pen up and pen down. Also they proposed search
algorithm using dynamic time warping and its
optimization for simple matching.
In [3] they developed a ground breaking technology in
which the user is able to write by waving hands over a
LED light source. The tracking was done by LED color and
movement of the finger was extracted for sketching the
character. A mixed image of both white and black frame is
formed together to show the character that the user draw.
5. IMPLEMENTATION
Now we show the result obtained by combing all the
parts of the project. And there success in working.
5.1 Selection Mode
Name of the selected mode is showing with draw mode on.
5.2 Drawing Of Shapes
Some shapes like Line, Circle and Rectangle are drawn
using their selection mode.
5.3 Eraser Mode
The drawn name is erased using the eraser mode.
5.4 Keyboard Mode
Keyboard mode is selected a new window is opened.
5.5 Keyboard Mode Typing
Joining the index finger and thumb we can select the
words from the keyboard.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1657
6. CONCLUSIONS
This project has the potential to deal with all classical
problems of writing drawing and typing . It will reduce the
usage of semiconductor devices like smartphones and
laptops further it can be developed into wearable devices .
It can be integrated with the online teaching devices and
apps and can be used for the benefits of the specially abled
people. It will serve as a great tool for future purpose. In
this model we were successful in integrating the writing
mode with the virtual keyboard system. We also improved
its efficiency by changing the system from contour
detection system to hand detection system and further
improved it by changing the two finger algorithm to one
finger algorithm. It can be used a wearable in near future.
The virtual reality system developed may come live and
reduction in usage of laptop and devices can reduce. There
are also some problems which can be improved in near
future Firstly, writing will become more faster and
efficient. Secondly, a pause method can be introduced the
actual world crisis. Secondly, its motion blur anomaly can
be reduced with the improvement in web camera. Third,
its detection speed can be improved. Fourth, human skin
detection can be improved with usage of large number of
dataset for training.
7. ACKNOWLEDGEMENT
We are thankful to our Project Guide Mr. Yogesh Kumar,
Scientist B and Mr. Shashank Kumar Singh, Scientist B for
the constant source of encouragement, support and
motivation that helped us through out our project phase,
and helped us to break our limits of education and
learning.
8. REFERENCES
[1] Y. Huang, X. Liu, X. Zhang, and L. Jin, "A Pointing
Gesture Based Egocentric Interaction System: Dataset,
Approach, and Application," 2016 IEEE Conference on
Computer Vision and Pattern Recognition Workshops
(CVPRW), Las Vegas, NV, pp. 370-377, 2016.
[2 S. Vikram, L. Li, and S. Russell, "Handwriting and
gestures in the air, recognizing on the fly," in Proceedings
of the CHI, vol. 13, 2013, pp. 1179–1184.
[3] P. Ramasamy, G. Prabhu and R. Srinivasan, "An
economical air writing system converting finger
movements to text using web camera," 2016 International
Conference on Recent Trends in Information Technology
(ICRTIT), 2016, pp. 1-6, doi:
10.1109/ICRTIT.2016.7569563.
[4] T. Grossman, R. Balakrishnan, G. Kurtenbach, G.
Fitzmaurice, A. Khan, and B. Buxton, "Creating Principal
3D Curves with Digital Tape Drawing," Proc. Conf. Human
Factors Computing Systems (CHI' 02), pp. 121- 128, 2002.
[5] W. Makela, "Working 3D Meshes and Particles with
Finger Tips, towards an Immersive Artists' Interface,"
Proc. IEEE Virtual Reality Workshop, pp. 77-80, 2005.
[6] A.D. Gregory, S.A. Ehmann, and M.C. Lin, "inTouch:
Interactive Multiresolution Modeling and 3D Painting with
a Haptic Interface," Proc. IEEE Virtual Reality (VR' 02), pp.
45-52, 2000.
[7] P. Ramasamy, G. Prabhu and R. Srinivasan, "An
economical air writing system converting finger
movements to text using web camera," 2016 International
Conference on Recent Trends in Information Technology
(ICRTIT), 2016, pp. 1-6, doi:
10.1109/ICRTIT.2016.7569563. [6] S. Belgamwar and S.
Agrawal, "An Arduino Based Gesture Control System for
Human-Computer Interface," 2018 Fourth International
Conference on Computing Communication Control and
Automation (ICCUBEA), 2018, pp. 1-3, doi:
10.1109/ICCUBEA.2018.8697673.
BIOGRAPHIES
Chanakya Sharma, B.Tech,
National Institute of Electronics &
Information Technology,
Aurangabad, India
Md. Izhar Ahmed, B.Tech,
National Institute of Electronics &
Information Technology,
Aurangabad, India
Sahil Sukhadeve, B.Tech, National
Institute of Electronics &
Information Technology,
Aurangabad, India
Yogesh Kumar, Project Guide,
Scientist B, National Institute of
Electronics & Information
Technology, Aurangabad, India
Shashank Kumar Singh, Project
Guide ,Scientist B, National
Institute of Electronics &
Information Technology,
Aurangabad, India

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AI Screen Presence Using Hand Tracking

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1655 AI Screen Presence Chanakya Sharma1, Sahil Sukhadeve2, Md. Izhar Ahmed3, Yogesh Kumar4, Shashank Kumar Singh5 1,2,3 B.Tech(ESE), National Institute Of Electronics And Information Technology, Aurangabad, Maharashtra, India 4,5 Scientist B, National Institute Of Electronics And Information Technology, Aurangabad, Maharashtra, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – With the coming of crisis paradigm change in pattern of education came , offline teaching became online, and so with it came several problems for traditional teaching system. Classroom trained teachers were not able to adjust to online teaching without chalk and duster. This paper proposes a solution using Hand Tracking, Object Detection, Visualize Writing and Visualize Typing methods. We have developed a project which lets the user write and type without touching the screen. It tracks and detects the Hand Movement of the user. The user can select from various given modes, it has writing mode, several shapes like line, circle and rectangle, eraser mode and keyboard mode. User can draw, write or type in air using different selection modes. This project is developed using python libraries such as OpenCV, Mediapipe, Pynput and Numpy and is developed in python 3.10 version. It can be used for teaching, writing messages. It can also be developed for communication of specially abled, people , reduction of usage of semiconductor devices like mobile and laptops to write and can reduce wastage of paper. Key Words: Virtual Writer, Virtual Keyboard, Hand Detection, Shape Drawing, Character Recognition 1. INTRODUCTION Necessity is the mother of invention, very rightly said. From the stone age man to the Modern age man, we have improved with our difficulties and challenges and have fought so far with invention and improvements. Through the times with many occuring challenges, there has been an improvement in technology. From using computers on vacuum tubes of room size capacity to getting the computer in size of the wrist. This evolution so changed the pattern of education from learning in the classroom to gaining knowledge online. With the coming of the Pandemic the change in education was quick and changes were made, and so it came to the online education system. But the difficulty was still faced when the classroom trained teachers were not able to adjust on webcam teaching. Because of not being accustomed to explaining without writing on board or using sloppy apps to write. This problem is solved by our project which uses the Hand Detection method to gain the movement of the hand and let the user write and type with keyboard using their hand as if they are writing with a pen or chalk or writing on an actual keyboard. It uses many libraries like OpenCV, Mediapipe to capture the hand movement and let the user choose different type of shapes like line, circle and rectangle and also has eraser mode. 2. PROBLEM STATEMENT This project can solve various problems – 1. Help in online teaching without pen, paper, touch screen or mouse 2. Virtual Keyboard can reduce dependency on laptop keyboard 3. Message Writing can be done 4. Drawing and Painting can be done virtually 5. Young children can be taught interactive and fun activities 6. Can be Used For Signatures 7.Help people with hearing problems in daily life. 8. Avoid the wastage of Paper 9.Help prevent overuse of smartphone. 3. METHODOLOGY The high-level architecture of our proposed solution could be separated into five parts. First, is Hand gesture detection and Tracking which happens with the use of the Open CV library and Mediapipe ,the hand is detected with the use of coordinates and we have a standard set of defined coordinates for our fingers and thumbs. The coordinates are detected to let the program know which part of the hand is being used. The Second Part is we give Visualize Writing mode. In this part with coordinates detected we form a specified mode of writing and erasing. In the writing part, we detected the motion of the index finger and let the user choose the size of the pen and erasing mode. In Third Part Shape Mode the coordinate detected are given specified formulas for making different shapes In Fourth part, we add the Virtual Keyboard to our system. The virtual keyboard when selected opens in new window. In Fifth Part, we combine all the parts with additional designs and features to make the whole project work as one. In this project we have improved the efficiency by combining hand detection system with writing mode and virtual keyboard. 4. LITERATURE REVIEW In [1] they took the use of large scale dataset and achieved fingertip detection at about 12.22 pixel in a 640px by 480px. They tested 24 frames in different environment to foresee the complexity and errors. The overlap rate of hand detection came to be about 80 %. They used a faster R-CNN based method for hand detection.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1656 In [2] from the finger dataset from Leap Motion Controller they proposed method for writing in air, also the Leap Motion Controller was able to detect the words and characters written in air thus overcoming the problem from pen up and pen down. Also they proposed search algorithm using dynamic time warping and its optimization for simple matching. In [3] they developed a ground breaking technology in which the user is able to write by waving hands over a LED light source. The tracking was done by LED color and movement of the finger was extracted for sketching the character. A mixed image of both white and black frame is formed together to show the character that the user draw. 5. IMPLEMENTATION Now we show the result obtained by combing all the parts of the project. And there success in working. 5.1 Selection Mode Name of the selected mode is showing with draw mode on. 5.2 Drawing Of Shapes Some shapes like Line, Circle and Rectangle are drawn using their selection mode. 5.3 Eraser Mode The drawn name is erased using the eraser mode. 5.4 Keyboard Mode Keyboard mode is selected a new window is opened. 5.5 Keyboard Mode Typing Joining the index finger and thumb we can select the words from the keyboard.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 06 | Jun 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1657 6. CONCLUSIONS This project has the potential to deal with all classical problems of writing drawing and typing . It will reduce the usage of semiconductor devices like smartphones and laptops further it can be developed into wearable devices . It can be integrated with the online teaching devices and apps and can be used for the benefits of the specially abled people. It will serve as a great tool for future purpose. In this model we were successful in integrating the writing mode with the virtual keyboard system. We also improved its efficiency by changing the system from contour detection system to hand detection system and further improved it by changing the two finger algorithm to one finger algorithm. It can be used a wearable in near future. The virtual reality system developed may come live and reduction in usage of laptop and devices can reduce. There are also some problems which can be improved in near future Firstly, writing will become more faster and efficient. Secondly, a pause method can be introduced the actual world crisis. Secondly, its motion blur anomaly can be reduced with the improvement in web camera. Third, its detection speed can be improved. Fourth, human skin detection can be improved with usage of large number of dataset for training. 7. ACKNOWLEDGEMENT We are thankful to our Project Guide Mr. Yogesh Kumar, Scientist B and Mr. Shashank Kumar Singh, Scientist B for the constant source of encouragement, support and motivation that helped us through out our project phase, and helped us to break our limits of education and learning. 8. REFERENCES [1] Y. Huang, X. Liu, X. Zhang, and L. Jin, "A Pointing Gesture Based Egocentric Interaction System: Dataset, Approach, and Application," 2016 IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Las Vegas, NV, pp. 370-377, 2016. [2 S. Vikram, L. Li, and S. Russell, "Handwriting and gestures in the air, recognizing on the fly," in Proceedings of the CHI, vol. 13, 2013, pp. 1179–1184. [3] P. Ramasamy, G. Prabhu and R. Srinivasan, "An economical air writing system converting finger movements to text using web camera," 2016 International Conference on Recent Trends in Information Technology (ICRTIT), 2016, pp. 1-6, doi: 10.1109/ICRTIT.2016.7569563. [4] T. Grossman, R. Balakrishnan, G. Kurtenbach, G. Fitzmaurice, A. Khan, and B. Buxton, "Creating Principal 3D Curves with Digital Tape Drawing," Proc. Conf. Human Factors Computing Systems (CHI' 02), pp. 121- 128, 2002. [5] W. Makela, "Working 3D Meshes and Particles with Finger Tips, towards an Immersive Artists' Interface," Proc. IEEE Virtual Reality Workshop, pp. 77-80, 2005. [6] A.D. Gregory, S.A. Ehmann, and M.C. Lin, "inTouch: Interactive Multiresolution Modeling and 3D Painting with a Haptic Interface," Proc. IEEE Virtual Reality (VR' 02), pp. 45-52, 2000. [7] P. Ramasamy, G. Prabhu and R. Srinivasan, "An economical air writing system converting finger movements to text using web camera," 2016 International Conference on Recent Trends in Information Technology (ICRTIT), 2016, pp. 1-6, doi: 10.1109/ICRTIT.2016.7569563. [6] S. Belgamwar and S. Agrawal, "An Arduino Based Gesture Control System for Human-Computer Interface," 2018 Fourth International Conference on Computing Communication Control and Automation (ICCUBEA), 2018, pp. 1-3, doi: 10.1109/ICCUBEA.2018.8697673. BIOGRAPHIES Chanakya Sharma, B.Tech, National Institute of Electronics & Information Technology, Aurangabad, India Md. Izhar Ahmed, B.Tech, National Institute of Electronics & Information Technology, Aurangabad, India Sahil Sukhadeve, B.Tech, National Institute of Electronics & Information Technology, Aurangabad, India Yogesh Kumar, Project Guide, Scientist B, National Institute of Electronics & Information Technology, Aurangabad, India Shashank Kumar Singh, Project Guide ,Scientist B, National Institute of Electronics & Information Technology, Aurangabad, India