2), the distances between anchor-positive and anchor-negative pairs are used for discriminative feature learning. However, in knowledge distillation, the outputs of two networks are heterogeneous, the absolute distances between these pairs are not well aligned. In order to mitigate the misalignment, we propose to measure the probability of the two distances. POSTSUBSCRIPT measures how much the anchor is closer to the positive than the negative. POSTSUBSCRIPT is large, otherwise it is small. POSTSUBSCRIPT brings higher order (third order) similarity comparison, encoding the structural information in the triplet. MDKT can better learn discriminative features even without the classification loss. In the test stage, each query is a static image and the gallery set consists of video clips. In our work, one single network is used for both image and video feature extraction. Herein, we treat the still image as a video. After feature extraction, the distances between the query feature and each gallery video features are calculated and the I2V retrieval is conducted according to the distances.|Former US president Donald Trump has called Russian president Vladimir Putin a “genius” for his decision to recognise the two self-proclaimed republics in Luhansk and Donetsk of Ukraine and deploy troops into the Russian-controlled territory. This is genius Putin declares a big portion of the Ukraine - of Ukraine. Putin declares it as independent. So, Putin is now saying, ‘It’s independent,’ a large section of Ukraine. I said, ‘How smart is that? Here’s a guy who’s very savvy… I know him very well. Trump accused Joe Biden of being “weak” in his response to Putin, adding that it “never would have happened” if he were still president. By the way, this never would have happened with us. Had I been in office, not even thinkable. I think he sees this opportunity. I knew that he always wanted Ukraine. I used to talk to him about it. I said, ‘You can’t do it. You’re not gonna do it.’ But I could see that he wanted it. I used to ask him.
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