Question

In: Electrical Engineering

Driver's drowsiness detection using Deep Neural Networks. How it is going to impact our society ?...

Driver's drowsiness detection using Deep Neural Networks. How it is going to impact our society ? contribution towards society ?

Solutions

Expert Solution

Driver's status is crucial because one of the main reasons for motor vehicular accidents is related to driver's inattention or drowsiness. A drowsiness detector on a car can reduce numerous accidents. Accidents occur because of a single moment of negligence, thus driver monitoring system which works in real-time is necessary.

Road crashes and related forms of accidents are a common cause of injury and death among the human population. According to 2015 data from the World Health Organization, road traffic injuries resulted in approximately 1.25 million deaths worldwide, i.e. approximately every 25 seconds an individual will experience a fatal crash. While the cost of traffic accidents in Europe is estimated at around 160 billion Euros, driver drowsiness accounts for approximately 100,000 accidents per year in the United States alone as reported by The American National Highway Traffic Safety Administration (NHTSA).

It is a complex phenomenon to measure a driver’s consciousness in a direct manner. Many algorithms are to be used teffectively so that real time detectection is possible and can be deployed on cheap embedded devices in vehicles, such as the Raspberry Pi 3 or a mobile smartphone.

Novel deep learning methodology based on Convolutional Neural Networks (CNN) to tackle this problem have been developed. The proposed methodology treats drowsiness detection as an object detection task, and from an incoming video stream of a driver, detects and localizes open and closed eyes.

PLease Please do rate it would be very helpful for us.


Related Solutions

What is the Conclusion of Drowsiness Detection for Driver State Monitoring Using Deep Neural Networks ?
What is the Conclusion of Drowsiness Detection for Driver State Monitoring Using Deep Neural Networks ?
What are neural networks, and how do neural networks relate to localized and global brain functioning?...
What are neural networks, and how do neural networks relate to localized and global brain functioning? What does our knowledge of neural networks tell us about how the brain processes information? How do PET scans and fMRI allow us to see the flow of information throughout networks?
Predictive Modeling Using Neural Networks (For SAS Enterprise Miner software) In preparation for a neural network...
Predictive Modeling Using Neural Networks (For SAS Enterprise Miner software) In preparation for a neural network model, is the imputation of missing values needed? Why or why not?
How would banks use neural networks with sas miner?
How would banks use neural networks with sas miner?
negative and positive impact of social media on our society?
negative and positive impact of social media on our society?
How communications and networks changed our life?
How communications and networks changed our life?
How does the medial impact norms in our society? How have you personally witnessed changes in...
How does the medial impact norms in our society? How have you personally witnessed changes in our society that have been influenced by the media?
How does the medial impact norms in our society? How have you personally witnessed changes in...
How does the medial impact norms in our society? How have you personally witnessed changes in our society that have been influenced by the media?
How these advancements in astronomy impact society.
How these advancements in astronomy impact society.
Write a full project report: Fruit Detection System Using Neural Networking. (following this procedure -Abstract Introduction,...
Write a full project report: Fruit Detection System Using Neural Networking. (following this procedure -Abstract Introduction, Methodology, Dataset, CNN-TensorFlow, Experimental Result, Conclusion, Future Work, Reference) N.B. If you don't finish the answer here fully, after I can submit another part here like Dataset, CNN. Make sure you should answer properly part by part.
ADVERTISEMENT
ADVERTISEMENT
ADVERTISEMENT