Comments (2)
@DxqS The code you shown in the second picture, is pytorch implementation of PyNET,and the tensorflow implementation of PyNET is same to the description in papers.
And I checked the pytorch implementation of PyNET , the autor @aiff22 modified the model exactly and declared three major modifications.
But he didn't mention the modifications about dropping the skip connections of level5.
If @aiff22 have tried such modifications and it has better effects? or just omitted?
It confused me too.
from pynet.
The right one is in the paper and in this repository. In the PyTorch repository, it was just omitted by mistake. You can add skip-connections in the 5th level by changing the above code to:
def level_5(self, pool4):
conv_l5_d1 = self.conv_l5_d1(pool4)
conv_l5_d2 = self.conv_l5_d2(conv_l5_d1) + conv_l5_d1
conv_l5_d3 = self.conv_l5_d3(conv_l5_d2) + conv_l5_d2
conv_l5_d4 = self.conv_l5_d4(conv_l5_d3)
conv_t4a = self.conv_t4a(conv_l5_d4)
conv_t4b = self.conv_t4b(conv_l5_d4)
conv_l5_out = self.conv_l5_out(conv_l5_d4)
output_l5 = self.output_l5(conv_l5_out)
return output_l5, conv_t4a, conv_t4b
from pynet.
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from pynet.