allenai / XNOR-Net

ImageNet classification using binary Convolutional Neural Networks
https://xnor.ai/
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BinActiveZ:updateGradInput() dependance on input #35

Open mil-ad opened 6 years ago

mil-ad commented 6 years ago

I'm not familiar with lua but I'm assuming updateGradInput() is simply zeroing gradOutput wherever input is out of [-1,1] range. Shouldn't it also multiply gradOutput by input values in that range?

I can see that BinActive don't bother computing the K tensor as per the paper. Presumably because they didn't make a massive difference but are you also using a different estimator for derivative of the sign() function for binary activations than the one used for kernels (updateBinaryGradWeight)?