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Better speaker clustering #430

Merged
merged 1 commit into from
Feb 26, 2024
Merged

Better speaker clustering #430

merged 1 commit into from
Feb 26, 2024

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rroohhh
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@rroohhh rroohhh commented Jan 5, 2024

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@rroohhh rroohhh requested review from phlmn, pajowu and anuejn January 5, 2024 00:07
This switches from agglomerative clustering to spectral clustering.
Of the "standard" clustering methods, it achieves the best speaker
identification for my test data. Furthermore this should closely match
what the original paper on speaker identification using the ECAPA-TDNN
model uses [1].

I can get better clustering combining something like t-SNE with a
"standard" clustering method, however as t-SNE and others do not
preserve distances and therefore do not seem like a general solution.

[1] Dawalatabad, Nauman, et al. "ECAPA-TDNN embeddings for speaker diarization."
@rroohhh rroohhh force-pushed the better_speaker_clustering branch from 9ef6022 to 79c38f8 Compare January 5, 2024 00:08
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LGTM

@rroohhh rroohhh added this pull request to the merge queue Feb 26, 2024
Merged via the queue into main with commit cc8fecc Feb 26, 2024
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@rroohhh rroohhh deleted the better_speaker_clustering branch February 26, 2024 18:16
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2 participants