In this paper, we introduce the CityRefer dataset for city-level 3D visual grounding.

Novel categories names:['High_Jump', 'Front_Crawl', 'Pole_V ault', 'Hammer_Throw', All experiments are conducted under the 16-shot setting. An incremental bayesian approach tested on 101 object categories. Conditional prompt learning for vision-language models.

Advances in in computer vision have lead to classifiers that nearly match human performance in many applications. However, while the human visual system is remarkably versatile in extracting semantic meaning out of even degraded and heavily obfuscated images, today's visual classifiers significantly lag behind in emulating the same robustness, and often yield incorrect outputs in the presence of natural and adversarial degradations.

While the ImageNet dataset has been driving computer vision research over the past decade, significant label noise and ambiguity have made top-1 accuracy an insufficient measure of further progress.

Idyllic city was hit by a surge in cancers and miscarriages when Trump's'beautiful baby' arrived. Dark side of America's favorite vacation hotspot... where women are subjected to the most horrific sex attacks imaginable White House renovation to include'secure underground facility' underneath Trump's new East Wing Notorious clip of stony-faced Nicola Peltz being pulled into a Beckham family picture goes viral after her husband Brooklyn's explosive online statement Disturbing video appears to show former Disney star shoving his ex-fiancée after'hammer threat'... as Matt Prokop is arrested for child pornography Stephen Miller orders local law enforcement in Minnesota to'stand down and surrender' amid ICE protests Moment Sydney Sweeney's brother is caught remonstrating with anti-Trump demonstrators as rumours swirl about the family's MAGA leanings - and now the actress Hollywood loves to hate may have even more flak coming her way Joseph Gordon-Levitt was the hottest actor in Hollywood... then vanished: Unearthing family tragedy that sparked disappearance and has left'lasting' scars Denmark sends'substantial contribution' of troops to Greenland amid growing tension with US as Trump refuses to rule out invasion I thought I'd seen it all, but this took my breath away: JANA HOCKING reveals the'miraculous' move that will whip you and your sex life into shape I interviewed Joe Rogan's'worst guest ever'... then a controversial question stopped everything Knott's Berry Farm thrill seeker taught painful lesson after trying to cut line at crowded theme park'Mickey' hitmaker Toni Basil looks incredible at 82 - see her now A new biggest-ever Buc-ee's is opening soon and it's not in its home state of Texas Clearest signal yet Democrat is set to run in 2028 as Trump's private flattery is revealed AI'reveals' the most racist towns in the UK - and claims Burnley, Bradford and Belfast are at the top of the list READ MORE: Is AI making us STUPID? Daily Mail's Wellness Explained examines AI has'revealed' the most racist towns and cities in the UK. Researchers from the University of Oxford asked ChatGPT a whopping 20.3 million questions to understand biases in the AI's representation of countries, states, cities, and neighbourhoods around the world. When asked which UK towns and cities are the most racist, ChatGPT claims that Burnley tops the list.

Socks, salsa and stand-up comedy... easy ways to find joy in January There is a reason it is called Blue Monday. Slap-bang in the middle of a month that is all about freezing drizzle and self-denial, the third Monday in January is notoriously the gloomiest day of the year. But some of us are fighting back. Here are some ways to find joy among the January gloom. Laughter is a great tonic.

Whenever I fantasise about a couple of hours of uninterrupted relaxation during the chilly winter months, my mind immediately conjures up images of curling up on the sofa with a deliciously good book. And when summer eventually comes around, just swap the location to a sun lounger in the back garden (or somewhere more exotic). So with 2026 nearly upon us, join me for an eclectic taste of a few literary delights worth feasting upon over the next 12 months. It's the final instalment of Oseman's hit graphic novel series which has followed the lives of Nick and Charlie, two teenage boys who fall for each other at school. Along with their friends, we've followed all the ups and downs of their relationship as they navigated family drama, homophobia and mental health issues, alongside the joy of first love.

Health Psychology Mental Health Go ahead and swear--it's good for your health Cursing can boost your workout, mood, and even confidence. Breakthroughs, discoveries, and DIY tips sent every weekday. Yelling a properly timed swear word isn't only emotionally satisfying--it may have real physical and psychological benefits . In fact, a well-voiced expletive might even help take you to the next level during a particularly strenuous workout. "In many situations, people hold themselves back--consciously or unconsciously--from using their full strength," explained Richard Stephens, a psychologist at Keele University in the United Kingdom.

The second season of Fallout - Prime Video's mega-hit based on the popular video game series - has landed. Set in a post-apocalyptic future where Earth has been ravaged by nuclear war, the first series was a commercial and critical hit, impressing long-time fans and viewers who'd never played before. Its surprising success had a huge impact on Bethesda Softworks, the developer of its source material, bringing back lapsed players and creating new ones along the way. Key creatives from the company have told BBC Newsbeat about working with the show's producers, and what the success of the programme means for the future of the games. The first season of Fallout arrived at a turning point for Hollywood video game adaptations.