Potential improvements in rail safety will be investigated as part of a research study pitting an artificial intelligence tool against the human brain’s ability to track and process hazards.
The Optimus prototype — installed at a Network Rail-operated level crossing near Cheltenham in England earlier this year — uses machine learning and an AI-based object detection system to identify and quantify different types of traffic.
It will allow researchers from the University of Leicester to compare both the accuracy and speed of its detection capability to a human completing the same task.
It is believed that the study is the first in comparing humans and AI for the task of “visual census” in this way.
Researchers in the School of Computing and Mathematical Sciences have combined efforts with visual perception experts from Leicester’s Department of Neuroscience, Psychology and Behaviour to shape the study, which will track participants’ eye movements when faced with several fast-moving hazards simultaneously.
The research will be used to inform the next generation of a rail safety devices.
“The question was asked on the project ‘How good is good?’, in relation to the performance of the Optimus system at the crossing,” said George Leete, KTP research associate within the AI, Data Analytics and Modelling Centre at the University of Leicester.
“I am confident that the results of this study will lend us some valuable insight into this question, firstly how good humans are at the current task and, secondly whether our current system holds up to human standards,” said Mr Leete, who leads development of the machine-learning aspect of the project.
“We believe this is the first time an AI-based system will be validated against a standard in this way, opening the door for other systems to be validated via a similar method.”
There are about 6,000 level crossings in the UK, said the Network Rail, which is responsible for the country’s rail infrastructure. Figures for 2019 and 2020 show that there were 316 near misses with pedestrians on UK level crossings, and two pedestrian fatalities.
The Optimus prototype was installed at a site on the Cross Country Route in January 2022 and has already identified hundreds of thousands of movements on the crossing, including movements by pedestrians, cyclists and other road traffic.
The Pope's itinerary
Sunday, February 3, 2019 - Rome to Abu Dhabi
1pm: departure by plane from Rome / Fiumicino to Abu Dhabi
10pm: arrival at Abu Dhabi Presidential Airport
Monday, February 4
12pm: welcome ceremony at the main entrance of the Presidential Palace
12.20pm: visit Abu Dhabi Crown Prince at Presidential Palace
5pm: private meeting with Muslim Council of Elders at Sheikh Zayed Grand Mosque
6.10pm: Inter-religious in the Founder's Memorial
Tuesday, February 5 - Abu Dhabi to Rome
9.15am: private visit to undisclosed cathedral
10.30am: public mass at Zayed Sports City – with a homily by Pope Francis
12.40pm: farewell at Abu Dhabi Presidential Airport
1pm: departure by plane to Rome
5pm: arrival at the Rome / Ciampino International Airport
Killing of Qassem Suleimani
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War 2
Director: Ayan Mukerji
Stars: Hrithik Roshan, NTR, Kiara Advani, Ashutosh Rana
Rating: 2/5
India squads
T20: Rohit Sharma (c), Shikhar Dhawan, KL Rahul, Sanju Samson, Shreyas Iyer, Manish Pandey, Rishabh Pant, Washington Sundar, Krunal Pandya, Yuzvendra Chahal, Rahul Chahar, Deepak Chahar, Khaleel Ahmed, Shivam Dube, Shardul Thakur
Test: Virat Kohli (c), Rohit Sharma, Mayank Agarwal, Cheteshwar Pujara, Ajinkya Rahane, Hanuma Vihari, Wriddhiman Saha (wk), Ravindra Jadeja, Ravichandran Ashwin, Kuldeep Yadav, Mohammed Shami, Umesh Yadav, Ishant Sharma, Shubman Gill, Rishabh Pant
Kill%20Bill%20Volume%201
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Fixtures
50-over match
UAE v Lancashire, starts at 10am
Champion County match
MCC v Surrey, four-day match, starting on Sunday, March 24, play starts at 10am
Both matches are at ICC Academy, Dubai Sports City. Admission is free.
Rajasthan Royals 153-5 (17.5 ov)
Delhi Daredevils 60-4 (6 ov)
Rajasthan won by 10 runs (D/L method)
Specs
Engine: 51.5kW electric motor
Range: 400km
Power: 134bhp
Torque: 175Nm
Price: From Dh98,800
Available: Now
Profile of Foodics
Founders: Ahmad AlZaini and Mosab AlOthmani
Based: Riyadh
Sector: Software
Employees: 150
Amount raised: $8m through seed and Series A - Series B raise ongoing
Funders: Raed Advanced Investment Co, Al-Riyadh Al Walid Investment Co, 500 Falcons, SWM Investment, AlShoaibah SPV, Faith Capital, Technology Investments Co, Savour Holding, Future Resources, Derayah Custody Co.
Killing of Qassem Suleimani
Karwaan
Producer: Ronnie Screwvala
Director: Akarsh Khurana
Starring: Irrfan Khan, Dulquer Salmaan, Mithila Palkar
Rating: 4/5