Skip Connections
Zero-padded Shortcut Connection
Introduced by Han et al. in Deep Pyramidal Residual NetworksA Zero-padded Shortcut Connection is a type of residual connection used in the PyramidNet architecture. For PyramidNets, identity mapping alone cannot be used for a shortcut because the feature map dimension differs among individual residual units. Therefore, only a zero-padded shortcut or projection shortcut can be used for all the residual units. However, a projection shortcut can hamper information propagation and lead to optimization problems, especially for very deep networks. On the other hand, the zero-padded shortcut avoids the overfitting problem because no additional parameters exist.
Source: Deep Pyramidal Residual Networks
Papers
| Paper | Code | Results | Date | Stars |
|---|
Tasks
| Task | Papers | Share |
|---|---|---|
| Image Classification | 3 | 33.33% |
| General Classification | 2 | 22.22% |
| Decoder | 1 | 11.11% |
| Language Modelling | 1 | 11.11% |
| Classification | 1 | 11.11% |
| Object Recognition | 1 | 11.11% |
Usage Over Time
Components
| Component | Type |
|
|---|---|---|
| 🤖 No Components Found | You can add them if they exist; e.g. Mask R-CNN uses RoIAlign |
