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- W4295691775 abstract "Performance of speaker recognition systems is evaluated on test trials. Although as crucial as rulers for tailors, trials have not been carefully treated so far, and most existing benchmarks compose trials by naive cross-pairing. In this paper, we argue that the cross-pairing approach produces overwhelming easy trials, which in turn leads to potential bias in system and technique comparison. To solve the problem, we advocate more attention to hard trials. We present an SVM-based approach to identifying hard trials and use it to construct new evaluation sets for VoxCeleb1 and SITW. With the new sets, we can re-evaluate the contribution of some recent technologies. The code and the identified hard trials will be published online at http://project.cslt.org." @default.
- W4295691775 created "2022-09-14" @default.
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- W4295691775 date "2022-09-10" @default.
- W4295691775 modified "2023-10-16" @default.
- W4295691775 title "Pay Attention to Hard Trials" @default.
- W4295691775 doi "https://doi.org/10.48550/arxiv.2209.04687" @default.
- W4295691775 hasPublicationYear "2022" @default.
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