SlideShare a Scribd company logo
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1
BORDER SECURITY USING COMPUTER VISION
Prof.A.B.Wani1,Bhagwan Pawar2, Ashish Deshpande3, Tushar Kaul4
1H.O.D. & Associate Prof., E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India.
2Bhagwan Pawar, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India.
3Ashish Deshpande, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India.
4Tushar Kaul, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India.
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - The aim of this work is to design the automated
security in order to detect, track and destroy the target for
surveillance operation. The system can be operated in two
modes, in which the target can be tracked automatically by
using microcontroller based system. Onotherhand, thesystem
can also be controlled manually in which the user has right to
select the target and performsshootingif necessary. Computer
vision is closely linked with image processing, as thecomputer
must interpret what it sees , and then perform appropriate
analysis or act accordingly. The process starts by processing
the video signal on computer by using the video camera, then
the target is selected which can be tracked further by using
different image processing techniques. After selection of
target, the microcontroller unit takesthedecisiontoshootany
unauthorized person or activity within its range. The gun is
mounted on a tripod stand and its movement is controlled by
using the stepper motor. Once the target is selected it can be
tracked by moving camera and gun. The basic purpose of this
automatic gun targeting system is to secure the border using
automation and this will reduce the human efforts.
Key Words: Computer vision, target selection , target
tracking, automatic gun .
1.INTRODUCTION
Now a days security is the major issue for all over the world.
Security is major factor in order to protect vulnerable and
valuable assets such as a person, dwelling, community and
nation from any harm. The International security issues are
also very important, especially border and coast security to
any country. The mankind of national security agencies,
maritime security organization, military forces and other
forces sacrifice their lives to protect their country people.
The lives of soldier are also very precious like other lives. So
by using advance technologies, the forces can protect their
nation supremely with minimum life losses. In this modern
era, computer base security equipment’s are very popular
among forces because they are more advance and safe for
themselves. For example drone technology the “unmanned
aerial vehicle” which is controlled automatically by
computer is very popular these days. In this technology, the
target is selected and hit by using computer based
algorithms including image processing techniques. As real
time image and video processing for object detection and
tracking has many important applications in the field of
computer vision. A very highs possible to identify three key
steps in video analysis: detection of interesting moving
objects, tracking of the detected objectsfromframetoframe,
and analysis of the object tracks to recognize their behavior
and targeted object accordingly. Anotherexisting exampleof
automatically aimed weapon is the sentry gun which aims
and fires the targets which is selected by its sensorsAnother
existing application is “Air Defense Gun” which is mounted
on the device at the top of the armytank whichautomatically
tracks and shoots low flyinga Objectdetectionwitha camera
is a revolution in image processing which itself has
applications in various civilian and military fields. These
applications include air traffic control, navigation system,
error tolerant systems, judgment problems, inspection,
target analyze, command and control, sensor management
and weapon assistance.
1.1Motion detection:
Motion detection in sequel imagesisnothingbutthe
detection of the moving object in the scene. In video
supervision, motion detection refers to the capability of the
surveillance system to detect motionandcapturethe events.
Motion detection is a software-based monitoring algorithm
which will signal the surveillance camera to begin capturing
the event when it detects motions. In motion detection, a
camera fixed to its base has been placed and is set as an
observer at the outdoor for surveillance. Any kind of small
movement with a level of tolerance it picks is detected as
motion. There are typically three approaches to moving
object detection- Temporal differencing, Averaging and
Optical flow. Temporal differencing is very adaptive to
changing environments, but generally does a poor job of
extracting all relevant feature pixels. Averagingprovidesthe
most complete feature data, but is extremely sensitive to
dynamic scene changes due to lighting and extraneous
events. Optical flow algorithm can be used to detect
independently moving objects in the presence of camera
motion; however, most optical flow computation methods
are computationally complex, andcannotbeappliedto entire
frame video streams in real-time without specialized
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2
hardware. The Average image subtraction method is been
utilized in this paper for motion detection.
1.2 Motion Tracking:-
The object tracking is done after object detection.
This function gives the intelligence to the camera. An enemy
entering into cameras visual range will always be followed
by the camera after detecting it. This feature iscalledmotion
tracking. This is carry out by mounting camera on motors to
ensure its movement in the direction of motion of the
intruder. The object motion tracking depends on the
efficiency of motion detection. To attain real time motion
tracking the motion should be detected with least possible
time lag.
1.3 Problem faced in Real time environments:
In video motion detection is fundamental in many
autonomous video surveillance strategies. However, in
outdoor site where inconsistent lighting and unimportant,
but distracting, background movement is present, it is a
challenging problem. In present real time environment
where scene is not under control situation is much worse
and noisy. Due to environmental changes light may change
anytime which cause system output less meaningful to deal
with. Late has produced several background modeling
techniques,on basis of image differencing, that exhibit real-
time performance and high accuracy for certain classes of
scene.Where the environmental changes introduces
unpredictable variations in both lighting and background
movement.
2. OVERVIEW OF SYSTEM IMPLEMENTATION
In this system has various functional blocks with each
block having its specific function. Above shown all these
blocks together help the system to operate. We have a
Camera, a computer, a motor and a controller in the
system.(Fig.1) shows the system overview.
To apply the image processing we have used a simple
algorithm which is efficient for the specific system
conditions.
The conditions required for this algorithm are
(1) Presence of a single object
(2) Large contrast between object and the surroundings.
(3)Background should be plane and constant (no moving
components other than object).
When these three conditions are satisfied then our
algorithm is efficient and easy to implement. The algorithm
is presented in the flowchart as below:-
We capture the image with the help of camera and then
these visual inputs are sent to computer for processing. The
software MATLAB is used for image processing.
The inputs from camera are continuous. At the start a
particular time interval is defined for generating frames
called as frame interval. So, instead of processing the visual
inputs continuously we process these frames. The frame is
nothing but an image. This image which consists of pixels is
divided into two parts. Averaging is performed on both the
parts and then the difference of these two averages is
computed. This difference is scaled down by using a scaling
factor which depends on the conditions in which system is
operating. The movement of the gun is proportional to the
value of this difference. A threshold value is determined
depending on the operating conditions of the system.
Thus we get three conditions:-
If difference> + threshold……….gun rotates anticlockwise
If difference < - threshold………gun rotates clockwise
If - threshold < difference < + threshold …..do not rotate
3. SYSTEM FLOW AND WORKING:
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072
© 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3
The software execution is done on the images of resolution
160x120. The capture image is divided into two parts of
resolution 80x120 each. The sum of intensities of all the
pixels in a particular part is called average of that part.
Thresholding is simplest method of image segmentation,
user can choose a threshold value known as manual
thresholding or the thresholding algorithm can compute an
value automatically known as automatic thresholding.
CASE 1: when the threshold condition is - threshold< diff <
+ threshold, it indicate presence of object at median. Then
controller takes an action " don't rotate the gun".
CASE2:-When the threshold condition is diff> + threshold, it
indicate presence of object at right. Then controllertakesan
action "rotate gun anticlockwise" .
CASE 3:- When the threshold condition is diff< - threshold, it
indicate presence of object at left. Then controller takes an
action "rotate gun clockwise".
.
4. CONCLUSION
In this paper, a new method is purposed to detect motion
using the subtraction algorithm. Project proposes the
sampling by calculating the intersection of number of
background subtracted frames which are sampled over a
period of time .A video monitoring & detection system was
thus developed successfully. The systemmainlyprovides an
efficient method for surveillance purpose and aimed to be
highly beneficial for military.
REFERENCES
1] Deqing Xue, “Assessmentand analysisofthereliabilityofa
new anti-aircraft gun system”. 15-18 June 2012,
[2] Bo Bi,“Research of Anti-aircraft gun weapon system
simulation platformbasedHLAandVirtools”9-11Sept.2011,
[3]David A Mindell, “Automatic visual tracking and fire
control system for anti-aircraft machine gun”. 22nd January
2009
[4] Stuart Bennett,“Anti -Aircraft Fire Control and the
development of Integrated Systems at S Derrv. 1925-1940
[5]John Testuro Sumida, In Defence of Naval Supremacy:
Finance, Technology,and British Naval Policy 1889-1914,
London:Routledge 1989.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Ad

More Related Content

What's hot (18)

Abnormal activity detection in surveillance video scenes
Abnormal activity detection in surveillance video scenesAbnormal activity detection in surveillance video scenes
Abnormal activity detection in surveillance video scenes
TELKOMNIKA JOURNAL
 
IRJET- Development and Monitoring of a Fall Detection System through Wear...
IRJET-  	  Development and Monitoring of a Fall Detection System through Wear...IRJET-  	  Development and Monitoring of a Fall Detection System through Wear...
IRJET- Development and Monitoring of a Fall Detection System through Wear...
IRJET Journal
 
1. 10077 12326-1-pb
1. 10077 12326-1-pb1. 10077 12326-1-pb
1. 10077 12326-1-pb
IAESIJEECS
 
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET Journal
 
A Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
A Real Time Intelligent Driver Fatigue Alarm System Based On Video SequencesA Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
A Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
IJERA Editor
 
Efficient and secure real-time mobile robots cooperation using visual servoing
Efficient and secure real-time mobile robots cooperation using visual servoing Efficient and secure real-time mobile robots cooperation using visual servoing
Efficient and secure real-time mobile robots cooperation using visual servoing
IJECEIAES
 
Human Motion Detection in Video Surveillance using Computer Vision Technique
Human Motion Detection in Video Surveillance using Computer Vision TechniqueHuman Motion Detection in Video Surveillance using Computer Vision Technique
Human Motion Detection in Video Surveillance using Computer Vision Technique
IRJET Journal
 
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET -  	  Real-Time Analysis of Video Surveillance using Machine Learning a...IRJET -  	  Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET Journal
 
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
IJCSEA Journal
 
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
csandit
 
30120140506012 2
30120140506012 230120140506012 2
30120140506012 2
IAEME Publication
 
Intelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of ThingsIntelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of Things
IRJET Journal
 
IRJET- Portable Sentry Gun
IRJET-  	  Portable Sentry GunIRJET-  	  Portable Sentry Gun
IRJET- Portable Sentry Gun
IRJET Journal
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
eSAT Publishing House
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
eSAT Journals
 
Intrusion Tracking, Recognition and Destruction for Surveillance and Security
Intrusion Tracking, Recognition and Destruction for Surveillance and SecurityIntrusion Tracking, Recognition and Destruction for Surveillance and Security
Intrusion Tracking, Recognition and Destruction for Surveillance and Security
IRJET Journal
 
IRJET - PRS Nano UAV System
IRJET - PRS Nano UAV SystemIRJET - PRS Nano UAV System
IRJET - PRS Nano UAV System
IRJET Journal
 
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
ijcseit
 
Abnormal activity detection in surveillance video scenes
Abnormal activity detection in surveillance video scenesAbnormal activity detection in surveillance video scenes
Abnormal activity detection in surveillance video scenes
TELKOMNIKA JOURNAL
 
IRJET- Development and Monitoring of a Fall Detection System through Wear...
IRJET-  	  Development and Monitoring of a Fall Detection System through Wear...IRJET-  	  Development and Monitoring of a Fall Detection System through Wear...
IRJET- Development and Monitoring of a Fall Detection System through Wear...
IRJET Journal
 
1. 10077 12326-1-pb
1. 10077 12326-1-pb1. 10077 12326-1-pb
1. 10077 12326-1-pb
IAESIJEECS
 
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET- Review: Autonomous Detection and Shooting of Moving Objects at Borders...
IRJET Journal
 
A Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
A Real Time Intelligent Driver Fatigue Alarm System Based On Video SequencesA Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
A Real Time Intelligent Driver Fatigue Alarm System Based On Video Sequences
IJERA Editor
 
Efficient and secure real-time mobile robots cooperation using visual servoing
Efficient and secure real-time mobile robots cooperation using visual servoing Efficient and secure real-time mobile robots cooperation using visual servoing
Efficient and secure real-time mobile robots cooperation using visual servoing
IJECEIAES
 
Human Motion Detection in Video Surveillance using Computer Vision Technique
Human Motion Detection in Video Surveillance using Computer Vision TechniqueHuman Motion Detection in Video Surveillance using Computer Vision Technique
Human Motion Detection in Video Surveillance using Computer Vision Technique
IRJET Journal
 
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET -  	  Real-Time Analysis of Video Surveillance using Machine Learning a...IRJET -  	  Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET - Real-Time Analysis of Video Surveillance using Machine Learning a...
IRJET Journal
 
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
DEVELOPMENT OF AUTOMATIC GEOFENCING AND ACCIDENTAL MONITORING SYSTEM BASED ON...
IJCSEA Journal
 
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
A PROPOSED MODEL FOR TRAFFIC SIGNAL PREEMPTION USING GLOBAL POSITIONING SYSTE...
csandit
 
Intelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of ThingsIntelligent Wheel Chair Based on Internet of Things
Intelligent Wheel Chair Based on Internet of Things
IRJET Journal
 
IRJET- Portable Sentry Gun
IRJET-  	  Portable Sentry GunIRJET-  	  Portable Sentry Gun
IRJET- Portable Sentry Gun
IRJET Journal
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
eSAT Publishing House
 
Vehicle density sensor system to manage traffic
Vehicle density sensor system to manage trafficVehicle density sensor system to manage traffic
Vehicle density sensor system to manage traffic
eSAT Journals
 
Intrusion Tracking, Recognition and Destruction for Surveillance and Security
Intrusion Tracking, Recognition and Destruction for Surveillance and SecurityIntrusion Tracking, Recognition and Destruction for Surveillance and Security
Intrusion Tracking, Recognition and Destruction for Surveillance and Security
IRJET Journal
 
IRJET - PRS Nano UAV System
IRJET - PRS Nano UAV SystemIRJET - PRS Nano UAV System
IRJET - PRS Nano UAV System
IRJET Journal
 
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
DEVELOPMENT OF AN EMPIRICAL MODEL TO ASSESS ATTENTION LEVEL AND CONTROL DRIVE...
ijcseit
 

Similar to IRJET- Border Security using Computer Vision (20)

IRJET- Intruder Detection System using Camera with Alert Management
IRJET- Intruder Detection System using Camera with Alert ManagementIRJET- Intruder Detection System using Camera with Alert Management
IRJET- Intruder Detection System using Camera with Alert Management
IRJET Journal
 
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
IRJET Journal
 
IRJET- Intrusion Detection through Image Processing and Getting Notified ...
IRJET-  	  Intrusion Detection through Image Processing and Getting Notified ...IRJET-  	  Intrusion Detection through Image Processing and Getting Notified ...
IRJET- Intrusion Detection through Image Processing and Getting Notified ...
IRJET Journal
 
IRJET - Drowsiness Detection System using ML & IP
IRJET - Drowsiness Detection System using ML & IPIRJET - Drowsiness Detection System using ML & IP
IRJET - Drowsiness Detection System using ML & IP
IRJET Journal
 
IRJET- Real Time Video Object Tracking using Motion Estimation
IRJET- Real Time Video Object Tracking using Motion EstimationIRJET- Real Time Video Object Tracking using Motion Estimation
IRJET- Real Time Video Object Tracking using Motion Estimation
IRJET Journal
 
IRJET - Automatic Gun Control using Motion Detection System
IRJET - Automatic Gun Control using Motion Detection SystemIRJET - Automatic Gun Control using Motion Detection System
IRJET - Automatic Gun Control using Motion Detection System
IRJET Journal
 
Dq3211691171
Dq3211691171Dq3211691171
Dq3211691171
IJMER
 
IRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET- A Review Analysis to Detect an Object in Video Surveillance SystemIRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET Journal
 
IRJET- Smart Helmet for Visually Impaired
IRJET- Smart Helmet for Visually ImpairedIRJET- Smart Helmet for Visually Impaired
IRJET- Smart Helmet for Visually Impaired
IRJET Journal
 
IRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET- Offline Location Detection and Accident Indication using Mobile SensorsIRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET Journal
 
IRJET- A Survey on Human Action Recognition
IRJET- A Survey on Human Action RecognitionIRJET- A Survey on Human Action Recognition
IRJET- A Survey on Human Action Recognition
IRJET Journal
 
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET Journal
 
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTINGROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
IAEME Publication
 
IRJET- Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET-  	  Iot Based Home Visitor Monitoring System using Raspberry PiIRJET-  	  Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET- Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET Journal
 
IRJET- Full Body Motion Detection and Surveillance System Application
IRJET-  	  Full Body Motion Detection and Surveillance System ApplicationIRJET-  	  Full Body Motion Detection and Surveillance System Application
IRJET- Full Body Motion Detection and Surveillance System Application
IRJET Journal
 
IRJET - Driver Monitoring System
IRJET - Driver Monitoring SystemIRJET - Driver Monitoring System
IRJET - Driver Monitoring System
IRJET Journal
 
Object Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNNObject Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNN
IRJET Journal
 
IRJET- Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET-  	  Convenience Improvement for Graphical Interface using Gesture Dete...IRJET-  	  Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET- Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET Journal
 
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
IRJET Journal
 
IRJET- Applications of Object Detection System
IRJET-  	  Applications of Object Detection SystemIRJET-  	  Applications of Object Detection System
IRJET- Applications of Object Detection System
IRJET Journal
 
IRJET- Intruder Detection System using Camera with Alert Management
IRJET- Intruder Detection System using Camera with Alert ManagementIRJET- Intruder Detection System using Camera with Alert Management
IRJET- Intruder Detection System using Camera with Alert Management
IRJET Journal
 
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
PERSONAL PROTECTIVE EQUIPMENT DETECTION AND MACHINE POWER CONTROL USING IMAGE...
IRJET Journal
 
IRJET- Intrusion Detection through Image Processing and Getting Notified ...
IRJET-  	  Intrusion Detection through Image Processing and Getting Notified ...IRJET-  	  Intrusion Detection through Image Processing and Getting Notified ...
IRJET- Intrusion Detection through Image Processing and Getting Notified ...
IRJET Journal
 
IRJET - Drowsiness Detection System using ML & IP
IRJET - Drowsiness Detection System using ML & IPIRJET - Drowsiness Detection System using ML & IP
IRJET - Drowsiness Detection System using ML & IP
IRJET Journal
 
IRJET- Real Time Video Object Tracking using Motion Estimation
IRJET- Real Time Video Object Tracking using Motion EstimationIRJET- Real Time Video Object Tracking using Motion Estimation
IRJET- Real Time Video Object Tracking using Motion Estimation
IRJET Journal
 
IRJET - Automatic Gun Control using Motion Detection System
IRJET - Automatic Gun Control using Motion Detection SystemIRJET - Automatic Gun Control using Motion Detection System
IRJET - Automatic Gun Control using Motion Detection System
IRJET Journal
 
Dq3211691171
Dq3211691171Dq3211691171
Dq3211691171
IJMER
 
IRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET- A Review Analysis to Detect an Object in Video Surveillance SystemIRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET- A Review Analysis to Detect an Object in Video Surveillance System
IRJET Journal
 
IRJET- Smart Helmet for Visually Impaired
IRJET- Smart Helmet for Visually ImpairedIRJET- Smart Helmet for Visually Impaired
IRJET- Smart Helmet for Visually Impaired
IRJET Journal
 
IRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET- Offline Location Detection and Accident Indication using Mobile SensorsIRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET- Offline Location Detection and Accident Indication using Mobile Sensors
IRJET Journal
 
IRJET- A Survey on Human Action Recognition
IRJET- A Survey on Human Action RecognitionIRJET- A Survey on Human Action Recognition
IRJET- A Survey on Human Action Recognition
IRJET Journal
 
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET- Threat Detection in Hostile Environment with Deep Learning based on Dr...
IRJET Journal
 
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTINGROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
ROBOTOR AN AUTONOMOUS VEHICLE FOR TARGET DETECTION AND SHOOTING
IAEME Publication
 
IRJET- Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET-  	  Iot Based Home Visitor Monitoring System using Raspberry PiIRJET-  	  Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET- Iot Based Home Visitor Monitoring System using Raspberry Pi
IRJET Journal
 
IRJET- Full Body Motion Detection and Surveillance System Application
IRJET-  	  Full Body Motion Detection and Surveillance System ApplicationIRJET-  	  Full Body Motion Detection and Surveillance System Application
IRJET- Full Body Motion Detection and Surveillance System Application
IRJET Journal
 
IRJET - Driver Monitoring System
IRJET - Driver Monitoring SystemIRJET - Driver Monitoring System
IRJET - Driver Monitoring System
IRJET Journal
 
Object Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNNObject Detection and Localization for Visually Impaired People using CNN
Object Detection and Localization for Visually Impaired People using CNN
IRJET Journal
 
IRJET- Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET-  	  Convenience Improvement for Graphical Interface using Gesture Dete...IRJET-  	  Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET- Convenience Improvement for Graphical Interface using Gesture Dete...
IRJET Journal
 
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
IRJET Journal
 
IRJET- Applications of Object Detection System
IRJET-  	  Applications of Object Detection SystemIRJET-  	  Applications of Object Detection System
IRJET- Applications of Object Detection System
IRJET Journal
 
Ad

More from IRJET Journal (20)

Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
IRJET Journal
 
BRAIN TUMOUR DETECTION AND CLASSIFICATION
BRAIN TUMOUR DETECTION AND CLASSIFICATIONBRAIN TUMOUR DETECTION AND CLASSIFICATION
BRAIN TUMOUR DETECTION AND CLASSIFICATION
IRJET Journal
 
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
IRJET Journal
 
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ..."Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
IRJET Journal
 
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
IRJET Journal
 
Breast Cancer Detection using Computer Vision
Breast Cancer Detection using Computer VisionBreast Cancer Detection using Computer Vision
Breast Cancer Detection using Computer Vision
IRJET Journal
 
Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.
IRJET Journal
 
Analysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the HeliosphereAnalysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the Heliosphere
IRJET Journal
 
A Novel System for Recommending Agricultural Crops Using Machine Learning App...
A Novel System for Recommending Agricultural Crops Using Machine Learning App...A Novel System for Recommending Agricultural Crops Using Machine Learning App...
A Novel System for Recommending Agricultural Crops Using Machine Learning App...
IRJET Journal
 
Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.
IRJET Journal
 
Analysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the HeliosphereAnalysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the Heliosphere
IRJET Journal
 
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
IRJET Journal
 
FIR filter-based Sample Rate Convertors and its use in NR PRACH
FIR filter-based Sample Rate Convertors and its use in NR PRACHFIR filter-based Sample Rate Convertors and its use in NR PRACH
FIR filter-based Sample Rate Convertors and its use in NR PRACH
IRJET Journal
 
Kiona – A Smart Society Automation Project
Kiona – A Smart Society Automation ProjectKiona – A Smart Society Automation Project
Kiona – A Smart Society Automation Project
IRJET Journal
 
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
IRJET Journal
 
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
IRJET Journal
 
Invest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
Invest in Innovation: Empowering Ideas through Blockchain Based CrowdfundingInvest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
Invest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
IRJET Journal
 
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
IRJET Journal
 
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUBSPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
IRJET Journal
 
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
IRJET Journal
 
Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
Explainable AI(XAI) using LIME and Disease Detection in Mango Leaf by Transfe...
IRJET Journal
 
BRAIN TUMOUR DETECTION AND CLASSIFICATION
BRAIN TUMOUR DETECTION AND CLASSIFICATIONBRAIN TUMOUR DETECTION AND CLASSIFICATION
BRAIN TUMOUR DETECTION AND CLASSIFICATION
IRJET Journal
 
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
The Project Manager as an ambassador of the contract. The case of NEC4 ECC co...
IRJET Journal
 
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ..."Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
"Enhanced Heat Transfer Performance in Shell and Tube Heat Exchangers: A CFD ...
IRJET Journal
 
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
Advancements in CFD Analysis of Shell and Tube Heat Exchangers with Nanofluid...
IRJET Journal
 
Breast Cancer Detection using Computer Vision
Breast Cancer Detection using Computer VisionBreast Cancer Detection using Computer Vision
Breast Cancer Detection using Computer Vision
IRJET Journal
 
Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.
IRJET Journal
 
Analysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the HeliosphereAnalysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the Heliosphere
IRJET Journal
 
A Novel System for Recommending Agricultural Crops Using Machine Learning App...
A Novel System for Recommending Agricultural Crops Using Machine Learning App...A Novel System for Recommending Agricultural Crops Using Machine Learning App...
A Novel System for Recommending Agricultural Crops Using Machine Learning App...
IRJET Journal
 
Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.Auto-Charging E-Vehicle with its battery Management.
Auto-Charging E-Vehicle with its battery Management.
IRJET Journal
 
Analysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the HeliosphereAnalysis of high energy charge particle in the Heliosphere
Analysis of high energy charge particle in the Heliosphere
IRJET Journal
 
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
Wireless Arduino Control via Mobile: Eliminating the Need for a Dedicated Wir...
IRJET Journal
 
FIR filter-based Sample Rate Convertors and its use in NR PRACH
FIR filter-based Sample Rate Convertors and its use in NR PRACHFIR filter-based Sample Rate Convertors and its use in NR PRACH
FIR filter-based Sample Rate Convertors and its use in NR PRACH
IRJET Journal
 
Kiona – A Smart Society Automation Project
Kiona – A Smart Society Automation ProjectKiona – A Smart Society Automation Project
Kiona – A Smart Society Automation Project
IRJET Journal
 
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
Utilizing Biomedical Waste for Sustainable Brick Manufacturing: A Novel Appro...
IRJET Journal
 
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
A Review on Influence of Fluid Viscous Damper on The Behaviour of Multi-store...
IRJET Journal
 
Invest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
Invest in Innovation: Empowering Ideas through Blockchain Based CrowdfundingInvest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
Invest in Innovation: Empowering Ideas through Blockchain Based Crowdfunding
IRJET Journal
 
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
DESIGN AND DEVELOPMENT OF BATTERY THERMAL MANAGEMENT SYSTEM USING PHASE CHANG...
IRJET Journal
 
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUBSPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
SPACE WATCH YOUR REAL-TIME SPACE INFORMATION HUB
IRJET Journal
 
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
AR Application: Homewise VisionMs. Vaishali Rane, Om Awadhoot, Bhargav Gajare...
IRJET Journal
 
Ad

Recently uploaded (20)

Smart City is the Future EN - 2024 Thailand Modify V1.0.pdf
Smart City is the Future EN - 2024 Thailand Modify V1.0.pdfSmart City is the Future EN - 2024 Thailand Modify V1.0.pdf
Smart City is the Future EN - 2024 Thailand Modify V1.0.pdf
PawachMetharattanara
 
hypermedia_system_revisit_roy_fielding .
hypermedia_system_revisit_roy_fielding .hypermedia_system_revisit_roy_fielding .
hypermedia_system_revisit_roy_fielding .
NABLAS株式会社
 
Mode-Wise Corridor Level Travel-Time Estimation Using Machine Learning Models
Mode-Wise Corridor Level Travel-Time Estimation Using Machine Learning ModelsMode-Wise Corridor Level Travel-Time Estimation Using Machine Learning Models
Mode-Wise Corridor Level Travel-Time Estimation Using Machine Learning Models
Journal of Soft Computing in Civil Engineering
 
Water Industry Process Automation & Control Monthly May 2025
Water Industry Process Automation & Control Monthly May 2025Water Industry Process Automation & Control Monthly May 2025
Water Industry Process Automation & Control Monthly May 2025
Water Industry Process Automation & Control
 
How to Build a Desktop Weather Station Using ESP32 and E-ink Display
How to Build a Desktop Weather Station Using ESP32 and E-ink DisplayHow to Build a Desktop Weather Station Using ESP32 and E-ink Display
How to Build a Desktop Weather Station Using ESP32 and E-ink Display
CircuitDigest
 
Machine Learning basics POWERPOINT PRESENETATION
Machine Learning basics POWERPOINT PRESENETATIONMachine Learning basics POWERPOINT PRESENETATION
Machine Learning basics POWERPOINT PRESENETATION
DarrinBright1
 
Modeling the Influence of Environmental Factors on Concrete Evaporation Rate
Modeling the Influence of Environmental Factors on Concrete Evaporation RateModeling the Influence of Environmental Factors on Concrete Evaporation Rate
Modeling the Influence of Environmental Factors on Concrete Evaporation Rate
Journal of Soft Computing in Civil Engineering
 
Automatic Quality Assessment for Speech and Beyond
Automatic Quality Assessment for Speech and BeyondAutomatic Quality Assessment for Speech and Beyond
Automatic Quality Assessment for Speech and Beyond
NU_I_TODALAB
 
Construction Materials (Paints) in Civil Engineering
Construction Materials (Paints) in Civil EngineeringConstruction Materials (Paints) in Civil Engineering
Construction Materials (Paints) in Civil Engineering
Lavish Kashyap
 
SICPA: Fabien Keller - background introduction
SICPA: Fabien Keller - background introductionSICPA: Fabien Keller - background introduction
SICPA: Fabien Keller - background introduction
fabienklr
 
Transport modelling at SBB, presentation at EPFL in 2025
Transport modelling at SBB, presentation at EPFL in 2025Transport modelling at SBB, presentation at EPFL in 2025
Transport modelling at SBB, presentation at EPFL in 2025
Antonin Danalet
 
Autodesk Fusion 2025 Tutorial: User Interface
Autodesk Fusion 2025 Tutorial: User InterfaceAutodesk Fusion 2025 Tutorial: User Interface
Autodesk Fusion 2025 Tutorial: User Interface
Atif Razi
 
acid base ppt and their specific application in food
acid base ppt and their specific application in foodacid base ppt and their specific application in food
acid base ppt and their specific application in food
Fatehatun Noor
 
Evonik Overview Visiomer Specialty Methacrylates.pdf
Evonik Overview Visiomer Specialty Methacrylates.pdfEvonik Overview Visiomer Specialty Methacrylates.pdf
Evonik Overview Visiomer Specialty Methacrylates.pdf
szhang13
 
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjjseninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
AjijahamadKhaji
 
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdfML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
rameshwarchintamani
 
twin tower attack 2001 new york city
twin  tower  attack  2001 new  york citytwin  tower  attack  2001 new  york city
twin tower attack 2001 new york city
harishreemavs
 
JRR Tolkien’s Lord of the Rings: Was It Influenced by Nordic Mythology, Homer...
JRR Tolkien’s Lord of the Rings: Was It Influenced by Nordic Mythology, Homer...JRR Tolkien’s Lord of the Rings: Was It Influenced by Nordic Mythology, Homer...
JRR Tolkien’s Lord of the Rings: Was It Influenced by Nordic Mythology, Homer...
Reflections on Morality, Philosophy, and History
 
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
ajayrm685
 
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
AI Publications
 
Smart City is the Future EN - 2024 Thailand Modify V1.0.pdf
Smart City is the Future EN - 2024 Thailand Modify V1.0.pdfSmart City is the Future EN - 2024 Thailand Modify V1.0.pdf
Smart City is the Future EN - 2024 Thailand Modify V1.0.pdf
PawachMetharattanara
 
hypermedia_system_revisit_roy_fielding .
hypermedia_system_revisit_roy_fielding .hypermedia_system_revisit_roy_fielding .
hypermedia_system_revisit_roy_fielding .
NABLAS株式会社
 
How to Build a Desktop Weather Station Using ESP32 and E-ink Display
How to Build a Desktop Weather Station Using ESP32 and E-ink DisplayHow to Build a Desktop Weather Station Using ESP32 and E-ink Display
How to Build a Desktop Weather Station Using ESP32 and E-ink Display
CircuitDigest
 
Machine Learning basics POWERPOINT PRESENETATION
Machine Learning basics POWERPOINT PRESENETATIONMachine Learning basics POWERPOINT PRESENETATION
Machine Learning basics POWERPOINT PRESENETATION
DarrinBright1
 
Automatic Quality Assessment for Speech and Beyond
Automatic Quality Assessment for Speech and BeyondAutomatic Quality Assessment for Speech and Beyond
Automatic Quality Assessment for Speech and Beyond
NU_I_TODALAB
 
Construction Materials (Paints) in Civil Engineering
Construction Materials (Paints) in Civil EngineeringConstruction Materials (Paints) in Civil Engineering
Construction Materials (Paints) in Civil Engineering
Lavish Kashyap
 
SICPA: Fabien Keller - background introduction
SICPA: Fabien Keller - background introductionSICPA: Fabien Keller - background introduction
SICPA: Fabien Keller - background introduction
fabienklr
 
Transport modelling at SBB, presentation at EPFL in 2025
Transport modelling at SBB, presentation at EPFL in 2025Transport modelling at SBB, presentation at EPFL in 2025
Transport modelling at SBB, presentation at EPFL in 2025
Antonin Danalet
 
Autodesk Fusion 2025 Tutorial: User Interface
Autodesk Fusion 2025 Tutorial: User InterfaceAutodesk Fusion 2025 Tutorial: User Interface
Autodesk Fusion 2025 Tutorial: User Interface
Atif Razi
 
acid base ppt and their specific application in food
acid base ppt and their specific application in foodacid base ppt and their specific application in food
acid base ppt and their specific application in food
Fatehatun Noor
 
Evonik Overview Visiomer Specialty Methacrylates.pdf
Evonik Overview Visiomer Specialty Methacrylates.pdfEvonik Overview Visiomer Specialty Methacrylates.pdf
Evonik Overview Visiomer Specialty Methacrylates.pdf
szhang13
 
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjjseninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
seninarppt.pptx1bhjiikjhggghjykoirgjuyhhhjj
AjijahamadKhaji
 
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdfML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
ML_Unit_V_RDC_ASSOCIATION AND DIMENSIONALITY REDUCTION.pdf
rameshwarchintamani
 
twin tower attack 2001 new york city
twin  tower  attack  2001 new  york citytwin  tower  attack  2001 new  york city
twin tower attack 2001 new york city
harishreemavs
 
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
sss1.pptxsss1.pptxsss1.pptxsss1.pptxsss1.pptx
ajayrm685
 
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
Empowering Electric Vehicle Charging Infrastructure with Renewable Energy Int...
AI Publications
 

IRJET- Border Security using Computer Vision

  • 1. Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 1 BORDER SECURITY USING COMPUTER VISION Prof.A.B.Wani1,Bhagwan Pawar2, Ashish Deshpande3, Tushar Kaul4 1H.O.D. & Associate Prof., E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India. 2Bhagwan Pawar, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India. 3Ashish Deshpande, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India. 4Tushar Kaul, E&TC Engineering Dept, BVCOE Lavale, Pune, Maharastra, India. ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - The aim of this work is to design the automated security in order to detect, track and destroy the target for surveillance operation. The system can be operated in two modes, in which the target can be tracked automatically by using microcontroller based system. Onotherhand, thesystem can also be controlled manually in which the user has right to select the target and performsshootingif necessary. Computer vision is closely linked with image processing, as thecomputer must interpret what it sees , and then perform appropriate analysis or act accordingly. The process starts by processing the video signal on computer by using the video camera, then the target is selected which can be tracked further by using different image processing techniques. After selection of target, the microcontroller unit takesthedecisiontoshootany unauthorized person or activity within its range. The gun is mounted on a tripod stand and its movement is controlled by using the stepper motor. Once the target is selected it can be tracked by moving camera and gun. The basic purpose of this automatic gun targeting system is to secure the border using automation and this will reduce the human efforts. Key Words: Computer vision, target selection , target tracking, automatic gun . 1.INTRODUCTION Now a days security is the major issue for all over the world. Security is major factor in order to protect vulnerable and valuable assets such as a person, dwelling, community and nation from any harm. The International security issues are also very important, especially border and coast security to any country. The mankind of national security agencies, maritime security organization, military forces and other forces sacrifice their lives to protect their country people. The lives of soldier are also very precious like other lives. So by using advance technologies, the forces can protect their nation supremely with minimum life losses. In this modern era, computer base security equipment’s are very popular among forces because they are more advance and safe for themselves. For example drone technology the “unmanned aerial vehicle” which is controlled automatically by computer is very popular these days. In this technology, the target is selected and hit by using computer based algorithms including image processing techniques. As real time image and video processing for object detection and tracking has many important applications in the field of computer vision. A very highs possible to identify three key steps in video analysis: detection of interesting moving objects, tracking of the detected objectsfromframetoframe, and analysis of the object tracks to recognize their behavior and targeted object accordingly. Anotherexisting exampleof automatically aimed weapon is the sentry gun which aims and fires the targets which is selected by its sensorsAnother existing application is “Air Defense Gun” which is mounted on the device at the top of the armytank whichautomatically tracks and shoots low flyinga Objectdetectionwitha camera is a revolution in image processing which itself has applications in various civilian and military fields. These applications include air traffic control, navigation system, error tolerant systems, judgment problems, inspection, target analyze, command and control, sensor management and weapon assistance. 1.1Motion detection: Motion detection in sequel imagesisnothingbutthe detection of the moving object in the scene. In video supervision, motion detection refers to the capability of the surveillance system to detect motionandcapturethe events. Motion detection is a software-based monitoring algorithm which will signal the surveillance camera to begin capturing the event when it detects motions. In motion detection, a camera fixed to its base has been placed and is set as an observer at the outdoor for surveillance. Any kind of small movement with a level of tolerance it picks is detected as motion. There are typically three approaches to moving object detection- Temporal differencing, Averaging and Optical flow. Temporal differencing is very adaptive to changing environments, but generally does a poor job of extracting all relevant feature pixels. Averagingprovidesthe most complete feature data, but is extremely sensitive to dynamic scene changes due to lighting and extraneous events. Optical flow algorithm can be used to detect independently moving objects in the presence of camera motion; however, most optical flow computation methods are computationally complex, andcannotbeappliedto entire frame video streams in real-time without specialized International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
  • 2. Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 2 hardware. The Average image subtraction method is been utilized in this paper for motion detection. 1.2 Motion Tracking:- The object tracking is done after object detection. This function gives the intelligence to the camera. An enemy entering into cameras visual range will always be followed by the camera after detecting it. This feature iscalledmotion tracking. This is carry out by mounting camera on motors to ensure its movement in the direction of motion of the intruder. The object motion tracking depends on the efficiency of motion detection. To attain real time motion tracking the motion should be detected with least possible time lag. 1.3 Problem faced in Real time environments: In video motion detection is fundamental in many autonomous video surveillance strategies. However, in outdoor site where inconsistent lighting and unimportant, but distracting, background movement is present, it is a challenging problem. In present real time environment where scene is not under control situation is much worse and noisy. Due to environmental changes light may change anytime which cause system output less meaningful to deal with. Late has produced several background modeling techniques,on basis of image differencing, that exhibit real- time performance and high accuracy for certain classes of scene.Where the environmental changes introduces unpredictable variations in both lighting and background movement. 2. OVERVIEW OF SYSTEM IMPLEMENTATION In this system has various functional blocks with each block having its specific function. Above shown all these blocks together help the system to operate. We have a Camera, a computer, a motor and a controller in the system.(Fig.1) shows the system overview. To apply the image processing we have used a simple algorithm which is efficient for the specific system conditions. The conditions required for this algorithm are (1) Presence of a single object (2) Large contrast between object and the surroundings. (3)Background should be plane and constant (no moving components other than object). When these three conditions are satisfied then our algorithm is efficient and easy to implement. The algorithm is presented in the flowchart as below:- We capture the image with the help of camera and then these visual inputs are sent to computer for processing. The software MATLAB is used for image processing. The inputs from camera are continuous. At the start a particular time interval is defined for generating frames called as frame interval. So, instead of processing the visual inputs continuously we process these frames. The frame is nothing but an image. This image which consists of pixels is divided into two parts. Averaging is performed on both the parts and then the difference of these two averages is computed. This difference is scaled down by using a scaling factor which depends on the conditions in which system is operating. The movement of the gun is proportional to the value of this difference. A threshold value is determined depending on the operating conditions of the system. Thus we get three conditions:- If difference> + threshold……….gun rotates anticlockwise If difference < - threshold………gun rotates clockwise If - threshold < difference < + threshold …..do not rotate 3. SYSTEM FLOW AND WORKING: International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
  • 3. Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3 The software execution is done on the images of resolution 160x120. The capture image is divided into two parts of resolution 80x120 each. The sum of intensities of all the pixels in a particular part is called average of that part. Thresholding is simplest method of image segmentation, user can choose a threshold value known as manual thresholding or the thresholding algorithm can compute an value automatically known as automatic thresholding. CASE 1: when the threshold condition is - threshold< diff < + threshold, it indicate presence of object at median. Then controller takes an action " don't rotate the gun". CASE2:-When the threshold condition is diff> + threshold, it indicate presence of object at right. Then controllertakesan action "rotate gun anticlockwise" . CASE 3:- When the threshold condition is diff< - threshold, it indicate presence of object at left. Then controller takes an action "rotate gun clockwise". . 4. CONCLUSION In this paper, a new method is purposed to detect motion using the subtraction algorithm. Project proposes the sampling by calculating the intersection of number of background subtracted frames which are sampled over a period of time .A video monitoring & detection system was thus developed successfully. The systemmainlyprovides an efficient method for surveillance purpose and aimed to be highly beneficial for military. REFERENCES 1] Deqing Xue, “Assessmentand analysisofthereliabilityofa new anti-aircraft gun system”. 15-18 June 2012, [2] Bo Bi,“Research of Anti-aircraft gun weapon system simulation platformbasedHLAandVirtools”9-11Sept.2011, [3]David A Mindell, “Automatic visual tracking and fire control system for anti-aircraft machine gun”. 22nd January 2009 [4] Stuart Bennett,“Anti -Aircraft Fire Control and the development of Integrated Systems at S Derrv. 1925-1940 [5]John Testuro Sumida, In Defence of Naval Supremacy: Finance, Technology,and British Naval Policy 1889-1914, London:Routledge 1989. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
  翻译: