In Figure 1, using the proposed regionaldescriptions/tags, wecanretrievemoreaccurate implicit knowledge. "Regional Tags" represents theproposed regional descriptions. Note that the underlined textrepresents regional tags and fivetags are selected forillustration. Note that the underlined textrepresents regional tags and fivetags are selected forillustration. Note that the underlined textrepresents regional tags and fivetags are selected forillustration.

This paper revisits visual representation in knowledge-based visual question answering(VQA)anddemonstrates thatusingregionalinformation inabetterway can significantly improve the performance. While visual representation is extensively studied in traditional VQA, it is under-explored in knowledge-based VQA even though these two tasks share the common spirit, i.e., rely on visual inputtoanswerthequestion.

This paper revisits visual representation in knowledge-based visual question answering (VQA) and demonstrates that using regional information in a better way can significantly improve the performance. While visual representation is extensively studied in traditional VQA, it is under-explored in knowledge-based VQA even though these two tasks share the common spirit, i.e., rely on visual input to answer the question. Specifically, we observe in most state-of-the-art knowledge-based VQA methods: 1) visual features are extracted either from the whole image or in a sliding window manner for retrieving knowledge, and the important relationship within/among object regions is neglected; 2) visual features are not well utilized in the final answering model, which is counter-intuitive to some extent. Based on these observations, we propose a new knowledge-based VQA method REVIVE, which tries to utilize the explicit information of object regions not only in the knowledge retrieval stage but also in the answering model. The key motivation is that object regions and inherent relationship are important for knowledge-based VQA. We perform extensive experiments on the standard OK-VQA dataset and achieve new state-of the-art performance, i.e., 58.0 accuracy, surpassing previous state-of-the-art method by a large margin (+3.6%). We also conduct detailed analysis and show the necessity of regional information in different framework components for knowledge-based VQA. Code is publicly available at https://github.com/yzleroy/REVIVE.

Devastating impact of Mamdani's election will be FAR WORSE than first thought: Exclusive poll finds America's greatest city facing'historic' population wipeout Trump reveals devastating plan for NYC if'communist' Mamdani gets elected while rejecting comparisons: 'I'm a much better looking person' I won't ever forget what I saw at Andy Cohen's party. He may admit he's hooking up with guys on every dating app but this is the truth about men like him: KENNEDY So many single men are taking this new drug cocktail before dates. The results in the bedroom are startling... as I discovered during one marathon session: JANA HOCKING Putin unveils terrifying new nuclear submarine built to carry'doomsday' weapon capable of unleashing radioactive tidal wave'Trump has lost it with Steve Bannon': Insiders claim third term'plan' has sparked furious MAGA rift... and name group of'irritants' wreaking havoc How Jennifer Aniston found her happy ever after with Hollywood hypnotist and'love guru' Jim Curtis after string of failed romances, 'love triangle' scandal and IVF struggles Meghan Markle'wants to become a billionaire', says royal expert, after Duchess was seen cosying up to brains behind Kardashian brands amid speculation she'could launch a beauty empire' William and Kate throw party for builders and staff who helped them leave'cursed' cottage early Deborra-Lee Furness' bold move after split from Hugh Jackman - and why the actor is not happy about it Trump responds after Dilbert creator makes last-ditch plea to save his life as he'declines rapidly' from cancer Kimberly Guilfoyle's steamy Greek debut sparks envious whispers of a'storm' coming for Trump We've never been so sure of an imminent financial crash: Industry leaders across ALL sectors come together to say these signs of US economic meltdown are undeniable Now THAT'S what you call a cold one! A rare bottle of Arctic beer will be opened to revive the ancient ale, 150 years after it was bottled. Douglas Gunn Sharp, founder of Edinburgh's Innis & Gunn brewery, will open his precious bottle of Allsopp's Arctic Ale - after splashing out £3,000 for it.

President Donald Trump is turning his attention to the U.S. shipbuilding industry, which is leagues behind its near-peer competitor China, and recently signed an executive order designed to reinvigorate it. Trump's April 10 order instructs agencies to develop a Maritime Action Plan and orders the U.S. trade representative to compile a list of recommendations to address China's "anticompetitive actions within the shipbuilding industry," among other things. Additionally, the executive order instructs a series of assessments regarding how the government could bolster financial support through the Defense Production Act, the Department of Defense Office of Strategic Capital, a new Maritime Security Trust Fund, investment from shipbuilders from allied countries and other grant programs. But simply throwing money at the shipbuilding industry won't solve the problem, according to Bryan Clark, director of the Hudson Institute think tank's Center for Defense Concepts and Technology. "It is unlikely that just putting more money into U.S. shipbuilding – even with foreign technical assistance – will make U.S. commercial shipbuilders competitive with experienced and highly-subsidized shipyards in China, Korea, or Japan," Clark said in a Monday email to Fox News Digital.

In the hour before the Chaotic Singles x Tinder dating event kicked off at the Moxy South Beach in Miami, the sky opened and the downpour began. The patrons of the nearby restaurant where I'd been dining were caught in the deluge, the rain soaking them as though they'd just swum in directly from Biscayne Bay. This perhaps had a cleansing effect--some sort of spiritual clean slate upon which to begin the night's mingling endeavor. But on a more literal level, it meant that the hotel's gorgeous rooftop would no longer be the venue for the night's icebreakers and hopeful attempts at romance. Instead, the event would be held in the lobby, alongside guests of the hotel.

This paper revisits visual representation in knowledge-based visual question answering (VQA) and demonstrates that using regional information in a better way can significantly improve the performance. While visual representation is extensively studied in traditional VQA, it is under-explored in knowledge-based VQA even though these two tasks share the common spirit, i.e., rely on visual input to answer the question. Specifically, we observe in most state-of-the-art knowledge-based VQA methods: 1) visual features are extracted either from the whole image or in a sliding window manner for retrieving knowledge, and the important relationship within/among object regions is neglected; 2) visual features are not well utilized in the final answering model, which is counter-intuitive to some extent. Based on these observations, we propose a new knowledge-based VQA method REVIVE, which tries to utilize the explicit information of object regions not only in the knowledge retrieval stage but also in the answering model. The key motivation is that object regions and inherent relationship are important for knowledge-based VQA.

If you head to the Australian Centre for the Moving Image (Acmi) in Melbourne right now, you can visit Out of Bounds, an exhibition that "explores the limits of videogames". There you can watch The Grannies: a documentary about four game developers and friends in Melbourne who, while playing as a posse of elderly cowboys in the Playstation game Red Dead Redemption 2, went looking for adventure in the glitchy out-of-bounds areas beyond the game's map. Alongside The Grannies at Acmi, attendees can play Red Desert Render, which was made by game developer Ian MacLarty, one of the four Grannies. Red Desert Render takes the experience of exploring weird, glitchy virtual spaces. It's not dissimilar to many of MacLarty's other games, which are often free, very Australian, and experimental, like Southbank Portrait and Ned Kelly.