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Then mapped into the embedding space. The learning of visual-semantic embedding is supervised by intra-facet embedding of a video and its class label within a dataset, and inter-facet label prediction and embedding across multiple datasets. Our MUFI framework capitalizes on the two types of supervision to jointly learn visual-semantic embedding and adjust 3D CNN through a multi-attention projection structure, and performs the whole training in an end-to-end manner. Note that the image datasets only offer the inter-facet supervision to the videos here and are not exploited as the network inputs. The main contribution of this work is the exploration of multifaceted video content from various datasets to improve video representation learning. The novel idea leads to the elegant views of how to relate the facets of videos from different datasets, and how to consolidate various facets in a unified framework for learning, which are problems not yet fully understood. We demonstrate the effectiveness of our MUFI framework on a union of four large-scale video datasets plus two image datasets in the experiments.|UN Secretary-General Antonio Guterres said on Friday the world is probably a more dangerous place now than during the Cold War as tensions rise over a buildup of Russian troops on Ukraine's border. Guterres warned that a small mistake or miscommunication between major powers could have catastrophic consequences. Guterres said in his opening speech at an annual security conference in Munich. During the decades-long standoff between the Soviet Union and the United States in the 20th century, “there were mechanisms that enabled the protagonists to calculate risks and use back-channels to prevent crises,” Guterres said. But he said he still believes the buildup of Russian troops around Ukraine won’t result in a military conflict. “I urge all parties to be extremely careful with their rhetoric. Public statements should aim to reduce tensions, not inflame them,” Guterres said. While US Vice President Kamala Harris, Secretary of State Anthony Blinken, and Ukrainian President Volodymyr Zelenskyy were attending the Munich Security Conference, there was no senior official present from Russia. German Foreign Minister Annalena Baerbock said the Russians missed an opportunity. “Particularly in the current, extremely threatening situation it would have been important to also meet Russian representatives in Munich,” she said in a statement ahead of the conference. In her speech later on Friday, she said the security crisis in Europe isn't a Ukraine crisis. “It’s a Russia crisis. We urgently call on Russia to immediately withdraw its troops,” she said. “First signals in that direction were a glimmer of hope, but we need to see actions now.




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