Questions tagged [skip-connections]
4 questions
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1 answer
What is the role of skip connections in U-Net?
I was able to find that the skip connections used in U-Net help to recover fine grained details in the prediction, however I do not understand what is meant by this. Besides, I was wondering what would happen if the U-Net does not include skip…
TRM
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What does "These designs employ skip connections to avoid a situation where the shortest path between time steps increases" mean?
Less popular alternatives include adding layers to the connections from input to the hidden state, between hidden states, or from the hidden state to the output. These designs employ skip connections to avoid a situation where the shortest path…
user900476
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Is residual mapping always beneficial?
While reading the residual learning paper [1], I found a problem to be quite unanswered. Suppose I am stacking a deep neural network to map an input to a output. Lets say a function H(x) does the required mapping. The function F(x) represents the…
ishaan
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How does the skip connection match its dimension to the same layer in the expansive path?
According to the U-Net architecture image from the second page of the research paper (URL link) https://arxiv.org/pdf/1505.04597.pdf
How does the skip connection match its dimension to the same layer in the expansive path?
wooong
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