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Real Time Driver Drowsiness Detection
Using Haar Cascade Algorithm
Presented by
SANDHIYA V
SARANYA C
SARANYA S
Under the guidance of
Mr. Murudass, MSC. M.Phil., MCA.,
ABSTRACT
 To check the driver fatigue by detecting the facial expressions of
the drivers.
 Using face detection technique.
 On the Dlib toolkit, the lankmark of frontal driver facial emotion
in a frame are found.
 By taking the eyes aspect ratio as input.
 If the drivers drowsiness detection it generates voice alert to
make the driver awake .
System specification
• Hardware Specification
• Processor : INTEL I5 (7th generation)
• RAM : 4 GB RAM
• Hard disk : 1TB
• Monitor : 20’ color monitor
•
• Software Specification
• Front end : PyQt5 designer
• Back end : python
• Software tool used : Visual code studio
• Platform : Windows 8
EXISTING SYSTEM
 In pre-existing features for facial landmark detection
 It is implemented to identify the state of drowsiness and fatigue.
 68- facial landmark predefined landmark helps in shape prediction
 It identify the various regions of the face like
 Eye brows,
 Eye,
 Mouth region,
 etc.,
DISADVANTAGES
 The algorithm used here, rely on the detected facial landmarks.
 It make the system less sensitive to landmark misalignment.
 It Cannot detect exact drowsiness.
PROPOSED SYSTEM
 It is being developed is focused on image recognition based on drowsiness.
 Drowsiness can be detected by scrutinizing the status of eye.
 This algorithm which will automatically extract eye area.
 And Scrutinize this eye part for drowsiness detection based on status of
eye.
 It is framework is done on the based of real time face.
 It gives a voice alert to driver when drowsiness is detected.
ADVANTAGES
 It detecting the drowsiness of the driver,
 The system also alerts the driver to make him awake at the right time.
 It achieves high precision in detection of drowsiness.
MODULES
There are five modules in this system:
• Real-time camera monitoring module.
• Face region detection module.
• Eyes part scrutinization module .
• Drowsiness detection module.
• Voice alert module.
REAL TIME CAMERA MONITORING
 The real-time camera is used to get input image.
 As the camera will capture live video streaming,
 Convert the video into image frames
 By extracting the images from video.
FACE REGION DETECTION
 It used HAAR cascade classifier to detect.
 It detect face region in the images.
EYES PART SCRUTINIZATION
 The Dlib toolkit is used to extract prime facial features.
 It present in the face region of the image.
 Facial landmark algorithm will efficiently locate the region of interest
 For Exemple
• Eye Region
DROWSINESS DETECTION
 The drowsiness of the driver will be detected.
 By determining the eyes aspect ratio.
 Eyes aspect ratio is calculated.
 By estimating the changes in that parameter’s value.
 It can determine the drowsy state of the driver.
VOICE ALERT
 The driver will be warned by generating voice alert
 The driver is detected to be in drowsy state
 To avoid those serious consequences,
 The system alerts the driver to make him attentive right after the detection
of drowsiness.
Conclusion
 HAAR cascade classifier and facial landmark algorithm is used to detect
many faces and eyes, nose, mouth etc.
 It detection of features increases rapidly when a camera of high
specifications is used.
 We are implementing this system in vehicles,
 It only the driver’s facial expression.
 The face is detected and recognized as drowsy,
 It will get an voice alert to driver.
Thank You

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Real time driver drawiness detection.pptx

  • 1. Real Time Driver Drowsiness Detection Using Haar Cascade Algorithm Presented by SANDHIYA V SARANYA C SARANYA S Under the guidance of Mr. Murudass, MSC. M.Phil., MCA.,
  • 2. ABSTRACT  To check the driver fatigue by detecting the facial expressions of the drivers.  Using face detection technique.  On the Dlib toolkit, the lankmark of frontal driver facial emotion in a frame are found.  By taking the eyes aspect ratio as input.  If the drivers drowsiness detection it generates voice alert to make the driver awake .
  • 3. System specification • Hardware Specification • Processor : INTEL I5 (7th generation) • RAM : 4 GB RAM • Hard disk : 1TB • Monitor : 20’ color monitor • • Software Specification • Front end : PyQt5 designer • Back end : python • Software tool used : Visual code studio • Platform : Windows 8
  • 4. EXISTING SYSTEM  In pre-existing features for facial landmark detection  It is implemented to identify the state of drowsiness and fatigue.  68- facial landmark predefined landmark helps in shape prediction  It identify the various regions of the face like  Eye brows,  Eye,  Mouth region,  etc.,
  • 5. DISADVANTAGES  The algorithm used here, rely on the detected facial landmarks.  It make the system less sensitive to landmark misalignment.  It Cannot detect exact drowsiness.
  • 6. PROPOSED SYSTEM  It is being developed is focused on image recognition based on drowsiness.  Drowsiness can be detected by scrutinizing the status of eye.  This algorithm which will automatically extract eye area.  And Scrutinize this eye part for drowsiness detection based on status of eye.  It is framework is done on the based of real time face.  It gives a voice alert to driver when drowsiness is detected.
  • 7. ADVANTAGES  It detecting the drowsiness of the driver,  The system also alerts the driver to make him awake at the right time.  It achieves high precision in detection of drowsiness.
  • 8. MODULES There are five modules in this system: • Real-time camera monitoring module. • Face region detection module. • Eyes part scrutinization module . • Drowsiness detection module. • Voice alert module.
  • 9. REAL TIME CAMERA MONITORING  The real-time camera is used to get input image.  As the camera will capture live video streaming,  Convert the video into image frames  By extracting the images from video.
  • 10. FACE REGION DETECTION  It used HAAR cascade classifier to detect.  It detect face region in the images.
  • 11. EYES PART SCRUTINIZATION  The Dlib toolkit is used to extract prime facial features.  It present in the face region of the image.  Facial landmark algorithm will efficiently locate the region of interest  For Exemple • Eye Region
  • 12. DROWSINESS DETECTION  The drowsiness of the driver will be detected.  By determining the eyes aspect ratio.  Eyes aspect ratio is calculated.  By estimating the changes in that parameter’s value.  It can determine the drowsy state of the driver.
  • 13. VOICE ALERT  The driver will be warned by generating voice alert  The driver is detected to be in drowsy state  To avoid those serious consequences,  The system alerts the driver to make him attentive right after the detection of drowsiness.
  • 14. Conclusion  HAAR cascade classifier and facial landmark algorithm is used to detect many faces and eyes, nose, mouth etc.  It detection of features increases rapidly when a camera of high specifications is used.  We are implementing this system in vehicles,  It only the driver’s facial expression.  The face is detected and recognized as drowsy,  It will get an voice alert to driver.