Participated by officials from the Automobile Industry Bureau (AIB) of the Ministry of Machinery Industry (MMI) and 62 managers from 42 concerned enterprises, the work
Nowadays days,the chief grounds of automobile accidents are driver fatigue and distractions.With the development of computer vision technology,a cutting-edge system has the potential to spot driver distractions or sle...Nowadays days,the chief grounds of automobile accidents are driver fatigue and distractions.With the development of computer vision technology,a cutting-edge system has the potential to spot driver distractions or sleepiness and alert them,reducing accidents.This paper presents a novel approach to detecting driver tiredness based on eye and mouth movements and object identification that causes a distraction while operating a motor vehicle.Employing the facial landmarks that the camera picks up and sends to classify using a Convolutional Neural Network(CNN)any changes by focusing on the eyes and mouth zone,precision is achieved.One of the tasks that must be performed in the transit system is seat belt detection to lessen accidents caused by sudden stops or high-speed collisions with other cars.A method is put forth to use convolution neural networks to determine whether the motorist is wearing a seat belt when a driver is sleepy,preoccupied,or not wearing their seat belt,this system alerts them with an alarm,and if they don’t wake up by a predetermined time of 3 s threshold,an automatic message is sent to law enforcement agencies.The suggested CNN-based model exhibits greater accuracy with 97%.It can be utilized to develop a system that detects driver attention or sleeps in real-time.展开更多
Cardiac tamponade following blunt trauma results from cardiac rupture,leading to death even before the patient can receive medical attention.In such cases,the collected fluid(blood)in the pericardium inhibits the dias...Cardiac tamponade following blunt trauma results from cardiac rupture,leading to death even before the patient can receive medical attention.In such cases,the collected fluid(blood)in the pericardium inhibits the diastolic filling compressing the myocardium resulting in obstructive shock.We are reporting the case report of a 30-year-old male who was brought dead to the hospital with a history of road traffic accidents.The investigating officer informed that the deceased driver was not wearing a seat belt.Autopsy findings showed fresh blood clots of 600 g in the pericardial sac with rupture of the left ventricular wall of the heart.There were contusions on the anterior aspect of the vertebrae corresponding to the heart level.Although it is impossible to prevent all the cases of cardiac tamponade,we can avoid the ones resulting from trauma.This case intends to stress the importance of wearing a seat belt while driving a car to prevent fatal injuries.展开更多
文摘Participated by officials from the Automobile Industry Bureau (AIB) of the Ministry of Machinery Industry (MMI) and 62 managers from 42 concerned enterprises, the work
基金Deputyship for Research&Innovation,Ministry of Education in Saudi Arabia for funding this research work through Project Number MoE-IF-UJ-22-4100409-1.
文摘Nowadays days,the chief grounds of automobile accidents are driver fatigue and distractions.With the development of computer vision technology,a cutting-edge system has the potential to spot driver distractions or sleepiness and alert them,reducing accidents.This paper presents a novel approach to detecting driver tiredness based on eye and mouth movements and object identification that causes a distraction while operating a motor vehicle.Employing the facial landmarks that the camera picks up and sends to classify using a Convolutional Neural Network(CNN)any changes by focusing on the eyes and mouth zone,precision is achieved.One of the tasks that must be performed in the transit system is seat belt detection to lessen accidents caused by sudden stops or high-speed collisions with other cars.A method is put forth to use convolution neural networks to determine whether the motorist is wearing a seat belt when a driver is sleepy,preoccupied,or not wearing their seat belt,this system alerts them with an alarm,and if they don’t wake up by a predetermined time of 3 s threshold,an automatic message is sent to law enforcement agencies.The suggested CNN-based model exhibits greater accuracy with 97%.It can be utilized to develop a system that detects driver attention or sleeps in real-time.
文摘Cardiac tamponade following blunt trauma results from cardiac rupture,leading to death even before the patient can receive medical attention.In such cases,the collected fluid(blood)in the pericardium inhibits the diastolic filling compressing the myocardium resulting in obstructive shock.We are reporting the case report of a 30-year-old male who was brought dead to the hospital with a history of road traffic accidents.The investigating officer informed that the deceased driver was not wearing a seat belt.Autopsy findings showed fresh blood clots of 600 g in the pericardial sac with rupture of the left ventricular wall of the heart.There were contusions on the anterior aspect of the vertebrae corresponding to the heart level.Although it is impossible to prevent all the cases of cardiac tamponade,we can avoid the ones resulting from trauma.This case intends to stress the importance of wearing a seat belt while driving a car to prevent fatal injuries.
