As shown in Figure 1, our basic idea is that modeling the selection problem as a one-step decision task can yield significant savings in both theoretic computation and actual inference budget, and sampling based on an integrated clip is more reasonable than evaluating several frames individually. In particular, in this paper, we propose a novel OCSampler approach to dynamically localize and attend to the instance-specific condensed clip of each video. More specifically, our method first takes a quick skim over the whole video with a light-weighted CNN to obtain coarse global information. Then we train a simple yet effective policy network on its basis to select the most valuable combination of the clip for the subsequent recognition. This module is learnt with the reinforcement learning algorithm due to its non-differentiability. Finally, we activate a high-capacity classifier to process the selected clip. Inference on clips constructed with a small number of frames, considerable computation overhead can be saved. Our method allocates computation unevenly across the temporal locations of videos according to their contributions to the recognition task, leading to a significant improvement in efficiency yet still with preserved accuracy.|Video conferencing is one development among the ample technologies, which has been developed to make businesses easier. Through Audio Video conferencing solutions, managing all the tasks in any business have become easy; specifically, the meetings. This method kills the difficulty of setting up a head to head meeting. A budget-friendly concept is yet another feature. From now onwards, you don't have to pay for the employee travel and other reimbursements. Through advanced audio video solutions, you can connect easily with your customers or clients. At the meeting point, you do not need to consider leave days or availability of the person or team. They can simply attend the meeting wherever they're. You will never have to postpone the meetings just because a team member is not available nor had a travel delay or he is unable to visit. Decision making is going to be so much easier with these systems.
Nintendo 64 is the third generation of video game console from Nintendo. Nintendo is a company whose very name is synonymous with video gaming. Chances are that you have played on, or at least seen, one of the three generations of home video game systems the company has created, not to mention the enormously popular hand-held game system, the Gameboy. The current system, the Nintendo 64 (N64), was a technical tour de force when it was introduced, and still compares admirably to other consoles on the market. As you read through the next few pages, you will learn how the N64 was developed, what's inside the box, how the controller works and how it all works together. You will also learn about the game cartridges and how they differ from CD-based games, all in this edition of HowStuffWorks. Just as Atari ushered in the dawn of the home video game, Nintendo is largely considered to be the company that revolutionized the industry with the introduction of the Nintendo Entertainment System (NES) in 1985. An 8-bit system based on the 6502 processor and some custom chips, the NES came together with Super Mario Brothers; this inclusion of an accurate home version of one of the most popular arcade games at the time turned out to be pure genius.
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“We’ve always said we would reinforce our allies on the eastern flank, and those conversations and discussions have certainly been part of what our national security officials have been discussing with their counterparts now for several weeks,” said White House press secretary Jen Psaki. Later Monday, Biden was to hold a video call with several European leaders on the Russian military buildup and potential responses to an invasion, the White House said. The Pentagon’s move comes as tensions have soared between Russia and the West over concerns that Moscow is planning to invade Ukraine, with NATO outlining potential troop and ship deployments, Britain saying it would withdraw some diplomats from Kyiv, and Ireland denouncing upcoming Russian war games off its coast. Prior to the U.S. Western alliance’s statement summed up moves already described by member countries, but restating them under the NATO banner appeared aimed at showing resolve. The West is ramping up its rhetoric in the information war that has accompanied the Ukraine standoff.
They meet at the same level. At the same distance from the body. The hands slip seamlessly into each other, stopping at the web between the index finger and the thumb. There's a squeeze, equal in strength and duration from each party. Japan's Prime Minister Shinzo Abe and Trump shake hands before a meeting in the Oval Office of the White House on Feb. 10, 2017. Based on this snapshot, it's hard to tell that anything strange is going down with the Abe-Trump handshake. But Trump - who has gone off the handshaking rails, too, with Canada's Justin Trudeau and Japan's Shinzo Abe, for two - grabs and pulls his partner toward him, whether it's a Supreme Court justice or a head of state. He sometimes holds on too long. He generally makes the entire ritual uncomfortable. That is, when he's not ignoring it altogether (as he did with Germany's Angela Merkel).
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