Shallow Convolutional Neural Network (SCNN)

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



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