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Learns to discount the redundant information end-to-end without explicit supervision. Amid notable progress in video captioning, the main focus was on generating deterministic captions, i.e., single caption output from a video. Although one caption is expected to represent overall temporal dynamics, it is rarely true from the real-world perspective. Moreover, generating multiple-yet-relevant captions can semantically diversify the overall visual understandings from a video, which may also be useful in video query and retrieval. However, extracting probabilistic, i.e., diverse captions from videos, is also an unexplored problem to the best of our knowledge. To tackle this issue, we include diverse Parts of Speech (POS) generation to influence the final caption structure. Thus, we propose an approach to generate diverse POS from the fine-grained feature streams. The final representation from POS further works as a global feature of the caption decoder that also influences sentence diversity. In summary, we propose Variational Stacked Local Attention Network (VSLAN), comprising of Local Attention Network (LAN), Feature Aggregation Network (FAN) modules to exploit the potential of visual features from several off-the-shelf pre-trained models during captioning. Trump then added, “By the way, this never would have happened with us. It was the latest intervention from a former president whose relations with both Russia and Ukraine have long been fraught. In addition to Russian interference in the 2016 presidential election, Trump infamously backed Putin over U.S. 2018 news conference in Helsinki, Finland. Other Republicans hit out at Biden too. In an interview with Fox News Channel’s “Fox & Friends,” Sen. Comments like those make clear there is going to be no bipartisanship on this crisis, even as both Biden and his critics claim to be tough on the Kremlin. Biden’s White House aides emphasize his success in galvanizing a Western alliance to counter Putin in recent months. That’s holding up - so far. One of the first major developments on Tuesday was a decision by Germany to halt, for now, the Nord Stream 2 natural gas pipeline. sangre dorada

















































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