Pseudo-Representation Labeling Semi-Supervised Learning.
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49,639 citations
"Pseudo-Representation Labeling Semi..." refers background in this paper
...Deep neural networks have achieved outstanding results in lots of computer vision challenge, such as object detection [8], image classification [5], object segmentation [17], and so on....
[...]
20,769 citations
"Pseudo-Representation Labeling Semi..." refers background in this paper
...Variational auto-encoder (VAE) [10] may be a solution to make feature space data augmentation more reasonable....
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...Thus, we adopt Mixup by VAE to perform data augmentation at the embedding layer instead of the input layer in the framework....
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6,909 citations
Additional excerpts
...Many new techniques have also been discussed in recent years, such as [16, 13, 14]....
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6,061 citations
"Pseudo-Representation Labeling Semi..." refers background in this paper
...Deep neural networks have achieved outstanding results in lots of computer vision challenge, such as object detection [8], image classification [5], object segmentation [17], and so on....
[...]
4,883 citations