ResNet-36
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On Low-Bit Quantization Errors in Speaker Verification: Diagnostic and Mitigation
Announce Type: new Abstract: Although low-bit quantization provides practical means to deploy speaker verification on resource-constrained devices, its effects on speaker verification performance remain poorly understood. In this paper, we study uniform K-means quantization-aware training of ResNet-36 and ResNet-200 through joint layer-wise and score-level analyses.