Furthermore, we evaluate zero-shot action recognition, which can be cast as a video-to-text retrieval task. Our method significantly surpasses its competitive counterparts by a large margin, as demonstrated in Fig. 3 (a). As a bonus, we find our method also benefits single-modality video representations as shown in Fig. 3 (b), where the top-1 accuracy of action recognition with linear evaluation is reported. Pre-training for video-text retrieval. Dominant pre-training methods for video-text retrieval can be classified into two categories. This kind of methods is more favored by large-scale retrieval applications due to its high efficiency. Despite they can build local associations between video-text tokens, each pair of video and text candidates needs to be fed into the model for similarity calculation during inference, resulting in extremely low efficiency. In contrast, our method gains the benefits of the above two kinds of methods, i.e., achieving fine-grained video-text interactions while remaining high retrieval efficiency.|The iMuz is the larger of Latte's two tablet offerings. A year after the release of the iPad in April 2010, Apple was selling millions of units at $500 apiece, and Google was working hard to jump into that new market. In 2010, many electronics companies launched devices intended to compete with the iPad that ran on Google's Android operating system. But there was a problem with that approach: Android was built for phones, not tablets. Because the underlying hardware was mostly the same, the Android tablets worked. They just weren't very good. Google did its best to remedy that, and in early 2011, the company launched Android 3.0 Honeycomb, the first version of the OS built specifically for tablets. Honeycomb offered a new user interface and was optimized for larger 7- and 10-inch (17.8- and 25.4-centimeter) displays and the latest mobile hardware, like Nvidia's dual-core Tegra 2 system-on-a-chip. Even after the launch of Honeycomb, Android tablets had trouble catching on.
Porsche, like Lamborghini, is owned by Volkswagen AG. Audi representatives have also said that the brand's growth is due in large part to its SUV and crossover lineup. So Lamborghini is not the only upscale manufacturer to be eyeing these trends. By the time the Lamborghini Urus is finally available (sometime in 2017) it might have a lot more competition. The Urus' ultimate success depends on a few things we've already discussed. The timeliness of its release, for one. And the global appetite for luxury sport utility vehicles (when that time comes), for another. But, as Porsche can (and probably has) told Lamborghini (based on Porsche's experience with the Cayenne), it's essential that the Urus has the look and feel of the brand, even if a sport utility vehicle isn't quite what the loyal customers are looking for. Loyal customers are, of course, important for any brand to cultivate, and Lamborghini has its share of deep-pocket devotees.
Set before the events of Half-Life 2, the game allows players to step into the shoes of fan-favorite character Alyx Vance. In order to fight the Combine, an alien empire set on taking over Earth, Alyx sets off on a mission to seize one of the invaders’ superweapons. The game really leans into the VR element, allowing players to use “gravity gloves” to interact with the environment and manipulate objects. By combining creative physics puzzles with exciting combat and exploration sequences and the heart-pounding intensity of the survival horror genre, Alyx has been touted as VR’s first “killer app” for good reason. Available on: Microsoft Windows & Linux. These days, nostalgia sells - and the latest entry in the Streets of Rage series proves that. For the unfamiliar, this side-scrolling beat ’em up franchise was first released as a trilogy of games for the Sega Genesis in the 1990s. Since then, those early installments have been ported countless times, but now, nearly three decades later, Streets of Rage finally has a completely new chapter.|Freezing fresh vegetables at home is easy. Can provide you with food year-round. We're lucky to live during a time when we have access to the kind of freezing technology people didn't have even half a century ago. That means if you have fresh veggies from your garden or the supermarket, you have countless ways to keep those veggies as delicious as the day you got them, including freezing them. While not all vegetables take as kindly to freezing as others, when most vegetables are prepared, packed and frozen properly, you can expect them to last six to 12 months in the freezer. And according to a 2017 study conducted by the University of Georgia and published in the Journal of Food Composition and Analysis, those veggies might even be more nutritious after you freeze them than if you'd kept them fresh for five days. So whether you have a bumper crop from your garden, or you simply want to freeze some fresh veggies from the market you want to enjoy year-round, it's easy if you know how.
Independent filmmakers like Spike Lee often release new remastered versions of their films. Digital technology has not only allowed filmmakers and musicians to create inspiring new works of art, but it's also given audio engineers and film editors the chance to reach back and restore classic albums and movies to their original grandeur. Remastered CDs and DVDs promise consumers a crystal clear, artistically faithful reproduction of their favorite music and films. Led Zeppelin fans rush to the record store every time the band issues another "definitive" remastered collection of its pioneering rock albums of the 1960s and 70s. And companies like the Criterion Collection have created a market for painstakingly restored, high-definition DVD releases of classic, foreign and independent cinema from filmmakers like Jean-Luc Godard, Akira Kurosawa, and Spike Lee. Many listeners complain that remastering CDs, especially in the age of the MP3, is nothing but an excuse to make the music louder and overproduced.
Creating a Digg account takes only a few seconds. Once you have an account, you can access all of the Web site's features and take an active role in submitting and Digging stories. The Popular tab on Digg shows the stories that have received the most Diggs from users. Browse for stories within the Digg "Upcoming Stories" queue, and let Digg know which stories you like by clicking the "Digg" button to the left of each story title. The more Diggs a story gets, the better its chances of making it to the homepage. You can also browse the queue by category. Digg also has tabs that let you filter feeds into news stories, videos, images and podcasts. You can even customize the categories that show up in your Digg view. Interested in the tech industry, but don't give a fig about motorsports? No problem. Just click a few check boxes. Digg will filter your stories so that you get exactly what you want.|Carolina parakeets, now extinct. If you think of parrots as birds that live in lush, tropical jungles, you may be surprised to learn that the United States used to have its own native parrot. The Carolina parakeet lived in the American southeast until the early 20th century. These brightly colored, noisy birds were a nuisance. They ate fruits, vegetables and grains, and they traveled in large, noisy, crop-destroying flocks. This made them a favorite target of hunters, who wanted to protect the food supply and sell the birds' vivid feathers. Hundreds of years passed between the influx of European settlers on the coasts of North America and the extinction of the Carolina parakeet. But not all modern extinctions have been so slow in coming. Arctic explorers first made note of Stellar's sea cow, which looked like an extra large, wrinkly manatee, in 1741. By 1768, less than 30 years later, excessive hunting led to the sea cow's extinction. But today's research suggests that these extinctions may be part of a bigger trend -- a human-caused mass extinction that could rival prehistoric events that destroyed most life on Earth.
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A look at Europe’s uneven covid surges - Washington Post
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