F1 will trial artificial intelligence at this weekend’s season finale in Abu Dhabi to regulate track limit violations. A common issue in the 2023 season has been cars crossing the white line at the edge of the track with all four wheels, resulting in lap times being deleted in qualifying and the race. Yet this weekend at the Abu Dhabi Grand Prix, the sport’s governing body - the FIA - will use ‘Computer Vision’ technology that uses shape analysis to work out the number of pixels going past the track edge. The Austrian Grand Prix in July was a particularly difficult race to regulate, with just four people having to process an avalanche of some 1,200 potential violations which eventually changed the final result of the race hours later. While in Qatar in October, there were eight people assigned to assess track limits and monitor 820 corner passes, with 141 reports sent to race control who then deleted 51 laps. However, some breaches still went unpunished at October’s U.S. Grand Prix in Austin. Stewards said this month that their inability to properly enforce track limits violations at turn six was “completely unsatisfactory” and a solution needed to be found before the start of next season. Tim Malyon, the FIA’s head of remote operations and deputy race director, said the Computer Vision technology had been used effectively in medicine in areas such as scanning data from cancer screening. “They don’t want to use the Computer Vision to diagnose cancer, what they want to do is to use it to throw out the 80% of cases where there clearly is no cancer in order to give the well-trained people more time to look at the 20%,” he said. “And that’s what we are targeting.” Malyon said the extra Computer Vision layer would reduce the number of potential infringements being considered, with still fewer then going on to race control for further action. “The biggest imperative is to expand the facility and continue to invest in software, because that’s how we’ll make big strides,” he said. “The final takeaway for me is be open to new technologies and continue to evolve. “I’ve said repeatedly that the human is winning at the moment in certain areas. That might be the case now but we do feel that ultimately, real time automated policing systems are the way forward.” Additional reporting by Reuters Read More Lewis Hamilton says Red Bull chief is ‘stirring things’ over team move claim Toto Wolff and Fred Vasseur receive warnings over ‘swearing’ in Las Vegas ‘He’s stirring things!’ Lewis Hamilton takes aim at Christian Horner F1 2023 season race schedule: When is the Abu Dhabi Grand Prix? Why are Lewis Hamilton and Max Verstappen missing first practice in Abu Dhabi? Hamilton ‘made contact with Red Bull and Ferrari’ before signing new Mercedes deal

Leigh Wood dropped and stopped Josh Warrington at the end of round seven to retain his WBA featherweight title in an unforgettable fight in Sheffield. Late on Saturday night, Wood was losing on points, cut and hurt when, with just seconds left in round seven, he connected with six perfect punches to send Warrington down. There was shock and pandemonium in the arena and close to 10,000 fanatics had no idea whether to laugh or cry. Warrington somehow beat the count, stumbled to his own corner as the bell sounded, put his hands on the top rope and turned round too late to satisfy the referee, Michael Alexander; there was a second of deliberation and then Alexander called it off. It was the right decision at that moment; it was also heartbreak and relief in equal measure for the two boxers. Wood started screaming in victory, Warrington complained briefly, but was quickly placed on his stool; he dropped his head forward in bitter disappointment. “I’m devastated,” he told me a few minutes later. He was still in the ring, looking from corner to corner and trying to understand what had gone wrong. Warrington had easily won rounds three, four, five, six and 2:58 seconds of round seven. All three of the scorecards had him comfortably in front at the point of the stoppage. The final, devastating punches came from nowhere, but Wood has a glorious history of salvaging lost causes. “There is no quit in me,” Wood said from the ring, his right eye cut and swollen and his face a blur of developing bruises. It was a hard fight, make no mistake. Back in 2021 Wood won the WBA featherweight world title with a stoppage in the 12th and last round, and was losing his first defence against Michael Conlan before finding the punches to dump Conlan out of the ring for the full count with just 90-seconds remaining in the final round. In Sheffield, he performed one more salvation act and it was dramatic and shocking and wonderful. The pace of the fight was relentless and from the start of round three, Warrington took control and there were moments when all the rumours and talk about the struggle Wood has making the weight looked true; by the start of round seven, Wood was trailing, but more than that, he looked like a beaten man. At the start of round five, with the entire arena standing in admiration and hope, and the signs of the struggle clear on their faces, the pair touched gloves; it was a small, lost and quickly forgotten moment, but it reveals a lot about these two boxers. Pride was the title, respect was the story. There was no sign of the finish as the seconds ticked closer to the bell to end the seventh, and then the combination started; Warrington went down in shattered instalments and Wood just kept throwing. It was a genuine ‘wow’ moment. Wood connected cleanly with six punches, starting with a short right hook. It was a savage and calculating finish, a mix that is not as common as you think. They each left the ring to uncertain futures, and they could, in theory, fight again. Warrington wants a rematch; Wood would make a lot of money from a rematch. However, it will not be at featherweight as Wood confirmed that his battle with the scales is over and that he is moving up in weight. Warrington would be at a considerable size disadvantage in a rematch at a heavier weight. Incidentally, Wood retained his WBA bauble, but in the heat of the moment, that piece of jewellery was ignored. Wood is one of modern boxing’s best fairy tales, a family man, a quiet man and a fighter capable of changing a fight with just one punch. In boxing, that is arguably the ultimate. Read More The sporting weekend in pictures ‘It’s some turnaround’: Leigh Wood relishing late career resurgence Leigh Wood celebrates ‘best win’ as he retains WBA title Leigh Wood stops Josh Warrington with outrageous KO out of nowhere Leigh Wood: I’m Josh Warrington’s last chance to get back into title contention Wood vs Warrington LIVE: Results after vicious KO

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