Special Report, Health, Americas

[ApptelMap]

We conduct more experiments and analysis for deep video prior, including applying deep video prior to semi-supervised video object segmentation, analyzing failure cases, and presenting more quantitative results. We adopt two practical strategies to speed up the training process five times. Specifically, instead of training from scratch, we leverage a pretrained network that is early stopped. Besides, we further propose a coarse-to-fine training strategy to improve the training efficiency. We also propose a practical approach to decide when to stop the training by quantitatively measuring the training loss curve’s smoothness. Blind video temporal consistency aims at designing a general approach to improving temporal consistency for many video processing tasks, such as colorization and dehazing. To further improve this approach’s performance, Yao et al. These two methods assume the similarity of the gradients between consecutive frames in processed videos, which may not hold in some tasks such as style transfer. To solve this problem, Lai et al. In addition to this, Eilertsen et al.|If Putin is not deterred from seizing another chunk of sovereign territory, he won’t stop there. President Vladimir Putin is more likely than not to invade Ukraine again in the coming weeks. As someone who helped President Barack Obama manage the U.S. Russia’s initial invasion of Ukraine in 2014, and our effort to keep Moscow from occupying the whole country into 2015, I am distressingly convinced of it. Why? I see the scale and type of force arrayed by the Russian military, the ultimatums issued by Putin and his officials, the warlike rhetoric that has until recently saturated Russian airwaves, and the impatience with talks expressed by his foreign minister. Add to that the likely anxiety produced in Putin by the demonstrations last week in Kazakhstan-and Moscow’s success in tamping them down. But the basic reason I think talks with Russia will fail is that the United States. Its allies have nothing they can immediately offer Moscow in exchange for a de-escalation.




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