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Presented by: Under the guidance of,
Prof.
Sign boards - Signal detection and speed control vehicle using image
processing with Raspberry pi
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•
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•
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•
•
•
Introduction
Literature survey
Problem
statement
Objectives
Specification Of the
system Flow Chart
System
model
Applications
Limitations
Summary
References
•
Every person, whether a passenger, driver, pedestrian would
have noticed along the roadside various sign board that serve
important purposes. These important road paraphernalia help us
as route guides, warnings and traffic regulators. As control
devices for traffic, signs need full attention, respect and
appropriate driver’s response. With the advent of motorized
traffic and its increasing pressure on road, many have adopted
pictorial signs and standardized their signs to facilitate interna-
tional travel, where language differences would create barriers.
In adverse traffic conditions, the driver may not notice traffic
signs, which may cause accidents. In such scenarios, automatic
road sign detection comes into effect. The main objective of
proposed system is to detect the road sign automatically while
driving and control the speed or makes the turn according to that
Road sign. Road sign recognition is used to warn the distracted
driver, and prevent
his/her actions that can lead an accident. The goal is to avoid accidents by both
manual and automation process in which all the actions will be performed
based on the detected Road signs. A real-time automatic speed sign detection
and recognition can help the driver, significantly increasing his/her safety. To
avoid accidents and traffic jam road signs are generally placed near curved
areas, hospital zones, school zones etc. Driver has to view the road signs and
control the speed or makes the turn according to it. Due to various issues,
drivers are less attentive to road signs which lead to accidents. In Existing
System, an idea is proposed to avoid accidents in which road signs are
recognized automatically by web camera using Image processing techniques
and RaspberryPi Our worked focused on a low cost, off the shelf solution,
specifically, a mini embedded computer Raspberry Pi. In order to provide fast
processed results, this system aimed to demonstrate use of simple shape
recognition algorithms and open source optical character recognition
(Tesseract OCR) on Raspberry Pi. Tesseract OCR is an open source optical
character recognition module for various operating systems.
Sr no. Author Papers Description
1. Ching-Hao Lai
Institute for Information
Industry
An Efficient Real-Time Traffic Sign
Recognition System for Intelligent
Vehicles with Smart Phones
The proposed scheme can integrate
in-vehicle computing devices and
smart phones to construe an in-
vehicle traffic sign recognition
system.
2. Mrs. Deepali Patil
Assistant Professor,
Shree L.R. Tiwari College
of Engineering
Ashika Poojari
Shree L.R. Tiwari College
of Engineering
“CNN based Traffic Sign
Detection and
Recognition on Real Time
Video
”
A road sign detection and recognition
system is providing a comprehensive
assistance to the driver to follow the
traffic signs by developing a system that
will automatically detect and recognize
traffic sign, thus providing accurate
information to the driving system. This
system comprises of capturing signboards
using camera installed in the vehicle.
3. K. Vinothini
S. Jayanthy
Road Sign Recognition System for
Autonomous Vehicle using
Raspberry Pi
a traffic sign was known as the
Identification component. I have
selected the best one to measure
the picture with high precision,
Sr . Author
no
Paper
Name
Description
4. Piyush Warule,
Satyam Sabale,
Dr. Kailash Shaw
“REAL-TIME ROAD
SIGN RECOGNITION
SYSTEM USING
MACHINE
LEARNING AND
IMAGE
PROCESSING”
Machine learning and digital image
processing are the most frequently used
technologies in object detection algorithms.
The objective of this work is to formulate a
method for traffic light detection and
detection of road sign boards.
5. Vinit P. Kharkar “A Road Sign
Detection and
Recognition
Robot using
Raspberry-Pi”
At present situation the human beings
are faced many accidents during the
road ways transportation. At the same
time they lose our life and valuable
properties in those accidents.
• To Design and Implement Sign boards - Signal detection
and Obstacle detection Vehicle using image processing with
Raspberry pi.
• Study of Open CV- image processing with sign detection and
PWM speed control system, Obstacle detection system.
• Traffic signs and signal detection
• Obstacle detection
• speed control
• Sound / Buzzer alert
• LED Sign Indicators
• Implementing Machine learning model using Python
with Image processing
• Raspberry pi3 / Pi4
• DC Motors
• Pi Camera
• Ultrasonic Sensor
• Buzzer / Siren
• LED indicators
• Traffic sign symbols
SOFTWAREREQUIREMENTS
• Python software
• OpenCV
• Raspbian OS
• application Machine learning code
Input Processing Output
BLOCKDIAGRAM &WORKING
1)SIGN DETECTION:-
In the discovery stage the picture is pre-handled, improved, and sectioned by sign
properties, for example, shading, shape, and measurement. The yield of sectioned
picture contains potential data.
I. Mandatory signs: These types of signs are always available in around shaped with red
border,.
II. Cautionary signs: These types of signs are always available in triangular shape with
red border.
III .Information signs: These types of signs are always available in square shape with
blue border.
IV. Additional signs: All the signs except for the above types of codes known as
additional signs.
2) Edge Detection:-
It is an image processing technique for finding the boundaries of objects within images. It
works by detecting discontinuities in brightness. Edge detection is used for image
segmentation and data extraction in areas such as image processing, computer vision,
and machine vision.
3) OBSTACLE DETECTION:-
A ultrasonic sensor provides information that can be processed to extract a large
collection of heterogeneous information for the robot to make decisions. A single image
allows, for example, to detect color editems, obstacles, people, etc.
Results: Sign Board Detection
Result: Lane detection
• Autonomous vehicle
• Self driving cars
• Self driving Agriculture vehicles
• Defense drones
• Future flying taxis
• Cost Effective
• Aaccurate
• Real time Application
• Can be utilized in self driving cars
• expandable in future
• Implementation is costly
• The complexity increases with expansion
and there is an equal risk if proper care is not
taken by the controller.
• Proper testing is required.
• New data need to added and train as per
objects
The driver helping system has been presented in this paper. The basic
idea is to recognize and classify the traffic signs from an input image.
The image processing technique used in this system is based on the
SURF algorithm. Finally, the recognition and classification of these
potential road signs is done according to a database of road sign
patterns and controls the speed according to it.
The performance of this idea depends on the quality of the input
image, in relation to its size, contrast and the way the signs appear in
the image.
This system is fully based on automation process which replaces the
existing manual operation. Automation process, in turn decreases the
human error, increases the accuracy, processing speed and reliability.
In this report, a method to make a self-responding robot car is
represented .
1. Ching-Hao Lai, Chia-Chen Yu, “An Efficient Real-Time Traffic Sign Recognition System for
Intelligent Vehicles with Smart Phones“, IEEE International Conference on Technologies and
Applications of Artificial Intelligence, 2010.
2. P.Shopa, Mrs. N. Sumitha, Dr. P.S.K Patra.(2014),
3. Traffic Sign Detection and Recognition Using OpenCV“, International Conference on
ICICES2014 - S.A.Engineering College, Chennai, Tamil Nadu, India.
4. Dr. D. Y. Patil., „ A Road Sign Detection and the Recognition for Driver Assistance
Systems“Interna
5. tional Conference on Energy Systems and Applications (ICESA 2015).
6. https://www.raspberrypi.org/ - The official website of RaspberryPi.
7. Mark Lutz, Learning Python: Powerful Object-Oriented Programming: 5th Edition
(O'Reilly Media 2013).
8. Rafael C. Gonzalez, Richard E. Woods& Steven L. Eddins, “Digital Image Processing using
MATLAB”, Second Edition, - Pearson Education.
9. https://maker.pro/raspberry-pi/tutorial/how-to-dobasic-image-processing-with-
raspberry-pi
10. https://www.raspberrypi.org/magpiissues/Projects_Book_v1.pdf
sonali ppt_Raspberry pi.pptx

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sonali ppt_Raspberry pi.pptx

  • 1. Presented by: Under the guidance of, Prof. Sign boards - Signal detection and speed control vehicle using image processing with Raspberry pi
  • 2. • • • • • • • • • • • Introduction Literature survey Problem statement Objectives Specification Of the system Flow Chart System model Applications Limitations Summary References
  • 3. • Every person, whether a passenger, driver, pedestrian would have noticed along the roadside various sign board that serve important purposes. These important road paraphernalia help us as route guides, warnings and traffic regulators. As control devices for traffic, signs need full attention, respect and appropriate driver’s response. With the advent of motorized traffic and its increasing pressure on road, many have adopted pictorial signs and standardized their signs to facilitate interna- tional travel, where language differences would create barriers. In adverse traffic conditions, the driver may not notice traffic signs, which may cause accidents. In such scenarios, automatic road sign detection comes into effect. The main objective of proposed system is to detect the road sign automatically while driving and control the speed or makes the turn according to that Road sign. Road sign recognition is used to warn the distracted driver, and prevent
  • 4. his/her actions that can lead an accident. The goal is to avoid accidents by both manual and automation process in which all the actions will be performed based on the detected Road signs. A real-time automatic speed sign detection and recognition can help the driver, significantly increasing his/her safety. To avoid accidents and traffic jam road signs are generally placed near curved areas, hospital zones, school zones etc. Driver has to view the road signs and control the speed or makes the turn according to it. Due to various issues, drivers are less attentive to road signs which lead to accidents. In Existing System, an idea is proposed to avoid accidents in which road signs are recognized automatically by web camera using Image processing techniques and RaspberryPi Our worked focused on a low cost, off the shelf solution, specifically, a mini embedded computer Raspberry Pi. In order to provide fast processed results, this system aimed to demonstrate use of simple shape recognition algorithms and open source optical character recognition (Tesseract OCR) on Raspberry Pi. Tesseract OCR is an open source optical character recognition module for various operating systems.
  • 5. Sr no. Author Papers Description 1. Ching-Hao Lai Institute for Information Industry An Efficient Real-Time Traffic Sign Recognition System for Intelligent Vehicles with Smart Phones The proposed scheme can integrate in-vehicle computing devices and smart phones to construe an in- vehicle traffic sign recognition system. 2. Mrs. Deepali Patil Assistant Professor, Shree L.R. Tiwari College of Engineering Ashika Poojari Shree L.R. Tiwari College of Engineering “CNN based Traffic Sign Detection and Recognition on Real Time Video ” A road sign detection and recognition system is providing a comprehensive assistance to the driver to follow the traffic signs by developing a system that will automatically detect and recognize traffic sign, thus providing accurate information to the driving system. This system comprises of capturing signboards using camera installed in the vehicle. 3. K. Vinothini S. Jayanthy Road Sign Recognition System for Autonomous Vehicle using Raspberry Pi a traffic sign was known as the Identification component. I have selected the best one to measure the picture with high precision,
  • 6. Sr . Author no Paper Name Description 4. Piyush Warule, Satyam Sabale, Dr. Kailash Shaw “REAL-TIME ROAD SIGN RECOGNITION SYSTEM USING MACHINE LEARNING AND IMAGE PROCESSING” Machine learning and digital image processing are the most frequently used technologies in object detection algorithms. The objective of this work is to formulate a method for traffic light detection and detection of road sign boards. 5. Vinit P. Kharkar “A Road Sign Detection and Recognition Robot using Raspberry-Pi” At present situation the human beings are faced many accidents during the road ways transportation. At the same time they lose our life and valuable properties in those accidents.
  • 7. • To Design and Implement Sign boards - Signal detection and Obstacle detection Vehicle using image processing with Raspberry pi. • Study of Open CV- image processing with sign detection and PWM speed control system, Obstacle detection system.
  • 8. • Traffic signs and signal detection • Obstacle detection • speed control • Sound / Buzzer alert • LED Sign Indicators • Implementing Machine learning model using Python with Image processing
  • 9. • Raspberry pi3 / Pi4 • DC Motors • Pi Camera • Ultrasonic Sensor • Buzzer / Siren • LED indicators • Traffic sign symbols
  • 10. SOFTWAREREQUIREMENTS • Python software • OpenCV • Raspbian OS • application Machine learning code
  • 11.
  • 13. BLOCKDIAGRAM &WORKING 1)SIGN DETECTION:- In the discovery stage the picture is pre-handled, improved, and sectioned by sign properties, for example, shading, shape, and measurement. The yield of sectioned picture contains potential data. I. Mandatory signs: These types of signs are always available in around shaped with red border,. II. Cautionary signs: These types of signs are always available in triangular shape with red border. III .Information signs: These types of signs are always available in square shape with blue border. IV. Additional signs: All the signs except for the above types of codes known as additional signs. 2) Edge Detection:- It is an image processing technique for finding the boundaries of objects within images. It works by detecting discontinuities in brightness. Edge detection is used for image segmentation and data extraction in areas such as image processing, computer vision, and machine vision. 3) OBSTACLE DETECTION:- A ultrasonic sensor provides information that can be processed to extract a large collection of heterogeneous information for the robot to make decisions. A single image allows, for example, to detect color editems, obstacles, people, etc.
  • 14. Results: Sign Board Detection
  • 16. • Autonomous vehicle • Self driving cars • Self driving Agriculture vehicles • Defense drones • Future flying taxis
  • 17. • Cost Effective • Aaccurate • Real time Application • Can be utilized in self driving cars • expandable in future
  • 18. • Implementation is costly • The complexity increases with expansion and there is an equal risk if proper care is not taken by the controller. • Proper testing is required. • New data need to added and train as per objects
  • 19. The driver helping system has been presented in this paper. The basic idea is to recognize and classify the traffic signs from an input image. The image processing technique used in this system is based on the SURF algorithm. Finally, the recognition and classification of these potential road signs is done according to a database of road sign patterns and controls the speed according to it. The performance of this idea depends on the quality of the input image, in relation to its size, contrast and the way the signs appear in the image. This system is fully based on automation process which replaces the existing manual operation. Automation process, in turn decreases the human error, increases the accuracy, processing speed and reliability. In this report, a method to make a self-responding robot car is represented .
  • 20. 1. Ching-Hao Lai, Chia-Chen Yu, “An Efficient Real-Time Traffic Sign Recognition System for Intelligent Vehicles with Smart Phones“, IEEE International Conference on Technologies and Applications of Artificial Intelligence, 2010. 2. P.Shopa, Mrs. N. Sumitha, Dr. P.S.K Patra.(2014), 3. Traffic Sign Detection and Recognition Using OpenCV“, International Conference on ICICES2014 - S.A.Engineering College, Chennai, Tamil Nadu, India. 4. Dr. D. Y. Patil., „ A Road Sign Detection and the Recognition for Driver Assistance Systems“Interna 5. tional Conference on Energy Systems and Applications (ICESA 2015). 6. https://www.raspberrypi.org/ - The official website of RaspberryPi. 7. Mark Lutz, Learning Python: Powerful Object-Oriented Programming: 5th Edition (O'Reilly Media 2013). 8. Rafael C. Gonzalez, Richard E. Woods& Steven L. Eddins, “Digital Image Processing using MATLAB”, Second Edition, - Pearson Education. 9. https://maker.pro/raspberry-pi/tutorial/how-to-dobasic-image-processing-with- raspberry-pi 10. https://www.raspberrypi.org/magpiissues/Projects_Book_v1.pdf