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PROJECT SEMINAR ON
SLEEPBUSTER
COMPUTER VISION BASED DRIVER FATIGUE
DETECTION SYSTEM
Guided By
Dr. P. S. Sharma
Presented by
Alisha Shah &
Nidhi Chourasia
• Introduction
• What is Sleep buster???
• The Need.
• Project Objective.
• System Components.
• Challenges.
• Applications.
• Future Scope.
• A technique to detect the driver fatigue is an
interesting challenge that would help in
preventing accidents.
• We propose a direct approach that makes use
of vision based technique to detect fatigue and
alert the driver.
Sleep Buster is Computer Vision based driver
fatigue detection system.
 This system monitors the face of the driver and
detects the fatigue level in the driver by a self
developed image processing algorithm.
 If the system detects the fatigue level above a
threshold then it alerts the driver by various
means.
• According to WHO, road accidents annually
cause approximately 1.2 million death
worldwide. Also about 50 million persons are
injured in road accidents.
• If preventive measures are not taken , road
death is likely to become the 3rd leading cause
of death in 2020.
• So it is the NEED of an hour to bring a system
like SLEEPBUSTER which will help in
avoiding accidents and save life.
More than 20% of highway
traffic accidents are caused as a
result of driver fatigue.
• The OBJECTIVE of our project is to focus on
development of concept solutions, tools and
methods for fatigue risk management.
• It focuses on how to work with driver fatigue
on Strategic and Tactical level.
a Camera
Usually after 3-4 hours of constant driving,driver is
fatigued & steering performance is deteriorated
• In early after hours,
• After eating lunch,
• At midnight
In addition
• Drinking alcohol
• Drug addiction
• Using hypnotic medicines
Can lead to loss of conciousness.
• Every driver/car owner who understands the danger
of driving under fatigue condition
• Companies who want to keep track of their workers so
they do not drive under fatigue condition
• Parents, who want to take care of their children
• The Army, police
•Vehicle producers for use in new cars
The system principle
Available systems today
• Disadvantages:
- No treatment! Just detection
- High cost
- Driver-dependable
- Not customizable
- Invasive or annoying
- Not reliable
- Alerts long after the driver should not be
on the road
A combo of 3 major parts
• Imaging
• Hardware platform and processor
• Intelligent Software
 Lighting and camera.
 Driver face monitoring system should work in all
light conditions, lighting and camera selection is
one of the most important stage of system design.
 Lighting devices not only should provide enough
light in environment, but also should not hurt
driver eyes.
 Thus, near infrared (IR) spectrum is usually used
in lighting.
 Camera should be chosen based on the lighting
spectrum as well.
• Hardware platform may include main board, one
or more processors and Human Machine
Interface (HMI).
• In real systems, hardware platform should be
in the form of embedded system and should be
inexpensive as possible.
Processor of hardware can be one of the types of
conventional microprocessors.
 Digital Signal Processors (DSP).
 Field Programmable Gate Array (FPGA).
 Application-Specific Integrated Circuit (ASIC)
or a combination of them.
•Intelligent software is the most important part
of driver face monitoring system and is divided
into two main parts:
 Image processing algorithms.
 Decision-making algorithms.
 A non-intrusive monitoring system that will not
distract the driver.
 A real-time monitoring system, to insure
accuracy in detecting drowsiness.
 A system that will work in both daytime and
nighttime conditions.
 Iris detection under various conditions.
 Developing an algorithm for all skin colors.
 Constructing an effective light source.
 Determines the drivers state and detects the
fatigue.
 Number of accidents are decreased.
 Damage to expensive equipments are reduced
to a great extent.
 Useful for vehicle owners , police officers and
every individual.
 The system can also be used for trains , buses
or any other vehicle.
 It can benefit various travelling agencies.
 It proves to be an efficient tool for vehicle
owners.
•
 Future driver face monitoring systems can
recognize driver feeling and emotion by
extracting the driver facial expression.
 The system can also detect unusual and
abnormal state of driver such as heart attack or
epilepsy and send S.O.S message to police.
 Using 3D images is another possibility in
finding the eyes.
 Adaptive binarization is an addition that can
help make the system more robust.
Thank You

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sleep booster

  • 1. PROJECT SEMINAR ON SLEEPBUSTER COMPUTER VISION BASED DRIVER FATIGUE DETECTION SYSTEM
  • 2. Guided By Dr. P. S. Sharma Presented by Alisha Shah & Nidhi Chourasia
  • 3. • Introduction • What is Sleep buster??? • The Need. • Project Objective. • System Components. • Challenges. • Applications. • Future Scope.
  • 4. • A technique to detect the driver fatigue is an interesting challenge that would help in preventing accidents. • We propose a direct approach that makes use of vision based technique to detect fatigue and alert the driver.
  • 5. Sleep Buster is Computer Vision based driver fatigue detection system.  This system monitors the face of the driver and detects the fatigue level in the driver by a self developed image processing algorithm.  If the system detects the fatigue level above a threshold then it alerts the driver by various means.
  • 6.
  • 7. • According to WHO, road accidents annually cause approximately 1.2 million death worldwide. Also about 50 million persons are injured in road accidents. • If preventive measures are not taken , road death is likely to become the 3rd leading cause of death in 2020. • So it is the NEED of an hour to bring a system like SLEEPBUSTER which will help in avoiding accidents and save life.
  • 8.
  • 9.
  • 10. More than 20% of highway traffic accidents are caused as a result of driver fatigue.
  • 11. • The OBJECTIVE of our project is to focus on development of concept solutions, tools and methods for fatigue risk management. • It focuses on how to work with driver fatigue on Strategic and Tactical level.
  • 13. Usually after 3-4 hours of constant driving,driver is fatigued & steering performance is deteriorated • In early after hours, • After eating lunch, • At midnight In addition • Drinking alcohol • Drug addiction • Using hypnotic medicines Can lead to loss of conciousness.
  • 14.
  • 15. • Every driver/car owner who understands the danger of driving under fatigue condition • Companies who want to keep track of their workers so they do not drive under fatigue condition • Parents, who want to take care of their children • The Army, police •Vehicle producers for use in new cars
  • 17. Available systems today • Disadvantages: - No treatment! Just detection - High cost - Driver-dependable - Not customizable - Invasive or annoying - Not reliable - Alerts long after the driver should not be on the road
  • 18. A combo of 3 major parts • Imaging • Hardware platform and processor • Intelligent Software
  • 19.  Lighting and camera.  Driver face monitoring system should work in all light conditions, lighting and camera selection is one of the most important stage of system design.  Lighting devices not only should provide enough light in environment, but also should not hurt driver eyes.  Thus, near infrared (IR) spectrum is usually used in lighting.  Camera should be chosen based on the lighting spectrum as well.
  • 20. • Hardware platform may include main board, one or more processors and Human Machine Interface (HMI). • In real systems, hardware platform should be in the form of embedded system and should be inexpensive as possible. Processor of hardware can be one of the types of conventional microprocessors.  Digital Signal Processors (DSP).  Field Programmable Gate Array (FPGA).  Application-Specific Integrated Circuit (ASIC) or a combination of them.
  • 21. •Intelligent software is the most important part of driver face monitoring system and is divided into two main parts:  Image processing algorithms.  Decision-making algorithms.
  • 22.
  • 23.  A non-intrusive monitoring system that will not distract the driver.  A real-time monitoring system, to insure accuracy in detecting drowsiness.  A system that will work in both daytime and nighttime conditions.  Iris detection under various conditions.  Developing an algorithm for all skin colors.  Constructing an effective light source.
  • 24.  Determines the drivers state and detects the fatigue.  Number of accidents are decreased.  Damage to expensive equipments are reduced to a great extent.  Useful for vehicle owners , police officers and every individual.
  • 25.  The system can also be used for trains , buses or any other vehicle.  It can benefit various travelling agencies.  It proves to be an efficient tool for vehicle owners. •
  • 26.
  • 27.  Future driver face monitoring systems can recognize driver feeling and emotion by extracting the driver facial expression.  The system can also detect unusual and abnormal state of driver such as heart attack or epilepsy and send S.O.S message to police.  Using 3D images is another possibility in finding the eyes.  Adaptive binarization is an addition that can help make the system more robust.
  • 28.