cs.SD · 2026-09-22 · No. 121
Sound, 2026-09-22.
1 new papers in cs.SD. Titles, authors,
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01 — The papers
1 entries-
01
Understanding Hyperspherical Geometry of ECAPA-TDNN Embedding and Its Impact on Zero-Shot Voice Conversion
Mathilde Abrassart, Nicolas Obin, Axel Roebel
cs.SD · cs.AI
Angular-margin speaker encoders are widely used in voice conversion, yet the geometry of their classifier prototypes remains poorly understood. We analyze ECAPA-TDNN classifier prototypes as points on the unit hypersphere and characterize their organization using rotation-invariant angular statistics together with global and local effective dimensionality measures. Our analysis shows that standard training can induce angular concentration and...
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