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Pyramidal Bottleneck Residual Unit
A Pyramidal Bottleneck Residual Unit is a type of residual unit where the number of channels gradually increases as a function of the depth at which the layer occurs, which is similar to a pyramid structure of which the shape gradually widens from the top downwards. It also consists of a bottleneck using 1x1 convolutions. It was introduced as part of the PyramidNet architecture.
Papers
| Paper | Code | Results | Date | Stars |
|---|
Tasks
| Task | Papers | Share |
|---|---|---|
| Image Classification | 3 | 37.50% |
| General Classification | 2 | 25.00% |
| Language Modelling | 1 | 12.50% |
| Classification | 1 | 12.50% |
| Object Recognition | 1 | 12.50% |
Usage Over Time
Components
| Component | Type |
|
|---|---|---|
1x1 Convolution
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Convolutions | |
Batch Normalization
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Normalization | |
Convolution
|
Convolutions | |
ReLU
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Activation Functions | |
Zero-padded Shortcut Connection
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Skip Connections |
