Shallow Convolutional Neural Network (SCNN)

A Shallow Convolutional Neural Network (SCNN) is a convolutional-pooling neural network that is a relatively shallow neural network.

• Context:
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• Example(s):
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• Counter-Example(s):
  • a Deep CNN;
  • a Shallow Residual Neural Network;
  • a Shallow Recurrent Neural Network;
• See: Deep Learning.

References

2016

• (Wang et al., 2016) ⇒ Yifan Wang, Lijun Wang, Hongyu Wang, and Peihua Li. (2016). "End-to-end Image Super-resolution via Deep and Shallow Convolutional Networks." arXiv preprint arXiv:1607.07680
  • QUOTE: ... However, limited by its representative capacity, shallow network fails to restore redundant high-frequency details. Motivated by the above observations, we propose to jointly train an ensemble network comprising the proposed deep CNN and a relatively shallow CNN ...

• Concept