Seeing is Believing: AI Spots Traffic Accidents in Surveillance Video

A new deep learning system leverages the power of Transformer networks and optical flow to automatically identify traffic accidents as they happen.

A new deep learning system leverages the power of Transformer networks and optical flow to automatically identify traffic accidents as they happen.

Internal issues at Paramount, stemming from changes in leadership, caused the new season to premiere later than planned, moving the date from July 9th to July 23rd. When the season finally launched, creators Trey Parker and Matt Stone immediately used the show to sharply satirize Paramount itself.
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The first part of the Daima DLC became available in July 2025. The complete Daima DLC pack, which includes both Part 1 and the soon-to-be-released Part 2, costs $34.99.
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This new game is the latest Asian English version of Hyperdimension Neptunia to come to the Nintendo Switch, following the release of Hyperdimension Neptunia Re;Birth 3: V Generation on October 30th. Unfortunately, previous Neptunia games haven’t been released in North America or Europe because they didn’t meet Nintendo’s content guidelines.

I was so heartbroken to hear about Tony Geary. I shared a few thoughts on X this morning, trying to capture just how incredible he was. Honestly, no one shone as brightly as Tony. He was truly one of a kind. As an actor, he was just so committed to honesty, even if it meant being a little rough around the edges – but he always made you laugh! He was the ultimate anti-hero, always challenging things, but even people who usually played it safe couldn’t help but smile. He completely ruined me for working with other leading men – no one will ever measure up. I’m absolutely crushed and going to miss him terribly, but I feel so lucky to have had the chance to work with him.

It’s incredibly cruel to take advantage of someone who’s vulnerable and hurting. Kizzi and Joe start flirting while V is still around, though mostly absent. After Kizzi turns down David, explaining she can’t risk her job, she confides in Joe that she seems to attract men who are overly dependent. Joe playfully admits to being one of them, and Kizzi jokingly calls him an idiot for being tied down. In that moment, they both recognize a shared, somewhat cynical side to each other – a darkness they find strangely appealing, and spend the rest of the episode acknowledging and enjoying.

Tether, that wondrous progenitor of stablecoins and purveyor of parity, declared its intentions upon the world on that particular Friday, like Icarus unfurling wings of desire. Their proposal-ostensibly a 2.66 euro gambit per share-landed as a pebble upon Mount Olympus in the court of Exor’s disinterest. Yet, amid the clatter of cryptocurrency’s siren songs, one wonders-did they truly believe a 42-cent premium would sway the descendants of Fiat?

Despite a year full of great gaming moments, some fantastic titles didn’t get the attention they deserved. While it’s tough to be an overlooked gem, there’s a special satisfaction in being discovered by those who appreciate it.
The yellow metal, much like a butler who’s just discovered the silver has been polished without his supervision, has been basking in the glow of investor panic. With the markets betting (76% chance, no less!) on yet another rate cut in January, gold’s status as a non-yielding asset has never looked more… well, non-yielding. 🏦💸
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A highlight of Avatar: The Last Airbender season two is the character Toph, who quickly became a fan favorite in the original animated series. She’s known for being energetic, witty, and a skilled earthbender, and these traits offer a lot of potential for the new live-action adaptation. However, early looks at the Netflix version, played by Miya Cech, suggest a more mature and traditionally feminine portrayal of Toph. This feels like an odd and disappointing creative decision.