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kxhit avatar kxhit commented on August 28, 2024

Thanks for your interest to our work!

We found the NTN module asymmetric to the input pair that means if we exchange the pair order (e.g., [input1: scene0001 and input2: scene0080] VS [input1:scene0080 and input2: scene0001]), the output similarity score is different. This is wrong as we hope for a pair the similarity should be consistent regardless their input order. So we append the feature and target again to train the network to fix this problem.

Well I think a better way is to modify the network structure to ensure the output is order-invariant to the input rather than do data augmentation by appending. Let me know if I make it clear.

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cloudcjf avatar cloudcjf commented on August 28, 2024

Thanks for your response! Yeah, your explanation is quite clear. I will close this issue.

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YangSiri avatar YangSiri commented on August 28, 2024

Hi, @kxhit

Is there a duplication of func eval_batch_pair in the 459 and 503 row of sg_net.py ?

def eval_batch_pair(self, batch):

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kxhit avatar kxhit commented on August 28, 2024

Hi @YangSiri

Thanks for pointing it out. Yeah, there is some dead code. Sorry for not cleaning the code well.

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