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mimbres avatar mimbres commented on May 30, 2024

@kasireddygariDineshKumarReddy z(t) is of dimension d. In config file, EMB_SZ defines d.

EMB_SZ : 128 # Dimension of fingerprint, d in this paper.

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kasireddygariDineshKumarReddy avatar kasireddygariDineshKumarReddy commented on May 30, 2024

Do you mean each unit segment(lets say 1second of audio) is of dimension 128 or d

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mimbres avatar mimbres commented on May 30, 2024

Yes d=128.

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kasireddygariDineshKumarReddy avatar kasireddygariDineshKumarReddy commented on May 30, 2024

In NFP algorithm ,it was given that
Zk^(org) = g ◦ f (Sk)
Zk^( rep) = g ◦ f (M(Sk ))
and after loop completion
Z= {Z1^(org) , Z1^(rep) , ..., Z N/2^(org), Z N/2^(rep)}
Is Zk^(org) ,Zk^(rep) of 128 dimension or else Z which is combination of all these originals and replicas is of dimension 128?

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mimbres avatar mimbres commented on May 30, 2024

Z^k(*) is kth single element in training batch, and it has a shape (128,).
Z will have a shape (B, 128) where B is training batch size.

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kasireddygariDineshKumarReddy avatar kasireddygariDineshKumarReddy commented on May 30, 2024

Is Agumentation performed before feature extraction or after log mel spectrogram feature extraction?

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mimbres avatar mimbres commented on May 30, 2024

Most of the augmentations, such as mixing background noise, applying IR filters, and mixing speech (not covered in the paper) are processed in time-domain. In spectral domain, see more details: https://github.com/mimbres/neural-audio-fp/tree/main/model/fp/specaug_chain

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