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Besides, to retain the video-specific information, a special token is designed for each video in our framework, whose output is regarded as the video representation. Finally, the encoded shot representation (containing cross-video information) and the video representation (containing video-specific information) are combined to predict the shot-wise importance score. In summary, we propose Video Joint Modelling based on Hierarchical Transformer (VJMHT) for co-summarization, which takes into consideration the semantic dependencies across videos and the internal hierarchical structure of videos to obtain high-level video representations. Specifically, VJMHT consists of two layers of Transformer to capture the intra-shot (frame-level) and cross-video inter-shot (shot-level) dependencies in a hierarchical fashion, by which each encoded shot contains the semantic information across videos. Additionally, based on the video representation extracted by the hierarchical Transformer, we present a reconstruction loss between the representation of the video and that of its summary to maximize their similarity. Video joint modelling for video co-summarization is proposed, where semantically similar videos are encoded simultaneously and the information is aggregated across videos.|Squid game was an actual game popular with kids in Korea during the '70s and '80s when the show's director, Hwang Dong-hyuk, was growing up in Seoul. The dystopian South Korean horror series "Squid Game" has become Netflix's most watched TV series, but it is quickly becoming as controversial as it is popular. The latest controversy to arise around "Squid Game," which is rated TV-MA in the United States, relates to the interest it has sparked amongst young children. This includes warnings from an Australian school that children as young as 6 are re-creating games featured in the dark and gory hit show. A council in Southern England recently sent an email to parents urging them to "be vigilant" after receiving reports "young people are copying games and violence" from the show. In Australia, similar warnings have been issued by educators in Sydney and Western Australia. In "Squid Game," characters compete for a cash prize by participating in challenges that augment classic Korean children's games, with the "losers" being killed at the end of each round. Before comparing the print to stored data, the scanner processor makes sure the CCD has captured a clear image. It checks the average pixel darkness, or the overall values in a small sample, and rejects the scan if the overall image is too dark or too light. If the image is rejected, the scanner adjusts the exposure time to let in more or less light, and then tries the scan again. If the darkness level is adequate, the scanner system goes on to check the image definition (how sharp the fingerprint scan is). The processor looks at several straight lines moving horizontally and vertically across the image. If the fingerprint image has good definition, a line running perpendicular to the ridges will be made up of alternating sections of very dark pixels and very light pixels. If the processor finds that the image is crisp and properly exposed, it proceeds to comparing the captured fingerprint with fingerprints on file.|Keep hitting the books for the GED test. If you do, there's a good chance you'll pass. A lot of us might see that question and say, "Aha! I learned that in high school science class." And that's what you might think triumphantly, at least, before you realize you have forgotten the answer.S. The test itself has evolved from a terminus of schooling to a stepping-stone to higher education, and its content and application have changed as a result. In 2011, the average age of a GED test taker was a little over 26, and only 24 percent had been out of school for a year or less. Contrary to what you might think, GED doesn't stand for "general equivalency diploma." Rather it stands for General Educational Development, and it's a brand. Which means that GED isn't like a baccalaureate degree or a simple designation of educational assessment. Technically, it's a branded battery of tests that a whole bunch of colleges and educational groups have decided will be a fine measure of a high school equivalency in four core areas of language, math, social studies and science. viagra

















































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