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ResearchFormerly WizWand

Replay Speech Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

ReMASC Environment-dependent 1.0

M-ALRAD + per-ch + IPD

37EER

21

Jun 1, 2026

ReMASC EnvD (moving vehicle)

41.7EER

12

Jun 1, 2026

ReMASC EnvC (indoor lounge)

19.2EER

12

Jun 1, 2026

Synthetic (test)

M-ALRAD + per-ch + IPD

8.3EER

12

Jun 1, 2026

ReMASC Environment-independent 1.0

13.8EER (Env A)

6

Feb 26, 2026

ReMASC D4 (test)

NN-Multichannel

19.8EER

3

Feb 26, 2026

ReMASC D3 (test)

NN-Multichannel

16.5EER

3

Feb 26, 2026

ReMASC D2 (test)

NN-Multichannel

15.4EER

3

Feb 26, 2026

ReMASC D1 (test)

NN-Multichannel

14.9EER

3

Feb 26, 2026