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#top-k
1 articles
01
2026-10-20
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Audio & Speech
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★ MEMBER
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PAPER
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9 min read
Paper Walkthrough: Dynamic Band Splitting — Letting Each Mixture Decide Where the Frequency Bands Go
Band-split source separators carve the spectrum into hand-designed frequency bands and use the same carving for every input. DBS keeps the number of bands fixed but predicts where the boundaries go, mixture by mixture. We walk through boundary scoring, hard Top-K, weighted pooling and full-resolution reconstruction, then read the results on three datasets and the limits.