05-08-2022, 07:23 AM
This is because the frame pair with larger magnitude of the weight would suppress the representation of other frames therefore producing the discriminative feature representation for the whole video. But for video summarization, a good summary should reflect diversified semantic information of video, which cannot be satisfied by the dot product similarity measurement. In consequence, we develop the global diverse attention to quantify the importance of each video frame and simultaneously promote the diversity among these frames. In concrete, we find that the choice for pairwise similarity measurement in the pairwise relation modelling is vital. POSTSUBSCRIPT similarity to substitute dot product as the similarity measuring function, which leads to more diversified feature representation. Besides, proposed global diverse attention mechanism shares the similar computation with pure self attention mechanism by matrix operations, and can fully optimized by GPU parallel acceleration. Inspired by the concise characteristic of video summary, the most representative information within a short video segment should be identified and extracted to reduce the redundancy. To actually create some effect in your body, probiotics need first-class travel on the journey that is your digestive system. They have to be encased in something strong enough to survive the acid-filled stomach, but not so strong that they don't dissolve in the intestines, where they do their best work. The bacteria can be damaged by air and moisture, so extreme care has to be taken in creating food products with probiotics. These items may not have a particularly long shelf life. Further complicating the problem is the fact that in some instances, scientists aren't sure of the exact dosage of bacteria that will confer health benefits, and because we're dealing with live bacteria here, it's hard to know how many you add to a product end up remaining viable in each serving. Additionally, the only way to determine how many probiotics actually make it through the gastrointestinal tract is to examine the fecal matter of those who consumed the probiotics, a research study that certainly doesn't sound appealing.|Steam and smoke billow from the Navajo Generating Station, the biggest coal-fired power plant in the U.S. It's located in Page, Arizona, and its future is uncertain, reflecting a larger trend about coal-fired power in the U.S. The largest coal-fired power plant in the western United States might be offline by the end of 2019, decades ahead of schedule. The Navajo Generating Station (NGS), located in the LeChee chapter of the Navajo Nation, near Page, Arizona, supplies coal-fired electricity to Arizona and Nevada. It also nearly single-handedly pumps water through the Central Arizona Project (CAP), a 336-mile (541-kilometer) aqueduct system that carries water uphill from a lake in northwest Arizona to central and southern cities like Phoenix and Tucson. Could that change, again, depending on what happens regarding the Trump administration's proposed overhaul of federal pollution restrictions on coal-burning power plants like NGS? The new plan - dubbed the Affordable Clean Energy rule - would effectively erase the pollution controls on coal-fired power plants put into place by the Obama administration and the Clean Power Plan. us elections
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