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Dilated convolution support #7

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mdraw opened this issue May 19, 2017 · 0 comments
Open

Dilated convolution support #7

mdraw opened this issue May 19, 2017 · 0 comments

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@mdraw
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mdraw commented May 19, 2017

Dilated convolutions can be used to improve the context-awareness of CNNs. It would be interesting to compare dilated CNNs to the alternative multi-scale approach of the already supported U-Net-like architectures (example).

Implementing this feature is probably not much work, since it is directly implemented in Theano's convolution operation (depends on #4). This will require theano>=0.9.

I don't think we need to subclass elektronn2.neuromancer.Conv for this, but we can add this functionality directly to the Conv code like they did in Keras (see the dilation_rate parameter of the Conv*d constructors here).

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