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View Code? Open in Web Editor NEWGuided Perturbations: Self-Corrective Behavior in Convolutional Neural Networks
Guided Perturbations: Self-Corrective Behavior in Convolutional Neural Networks
First, doesn't the code in Line 97 and Line 98 have some problems about the index?
here is the code from Line 93 to Line 101
#Modify output to backprop gradient based on network output
sh = out.squeeze().shape
conf_softmax = np.zeros((1,sh[0],sh[1],sh[2]))
if args.type == 'one-hot':
for i in np.arange(sh[0]): # should be sh[1] ?
for j in np.arange(sh[1]): # should be sh[2] ?
conf_softmax[0,out_argmax[i,j],i,j]=1.0
elif args.type== 'same':
conf_softmax = copy.deepcopy(out[None,:,:,:])
Second, what is the loss function? Why could conf_softmax be output_layer_grad directly?
I'm a Novice to Caffe and I try to understand your code. Could you help me with these questions?
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