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ResearchFormerly WizWand

Environmental Sound Deepfake Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

EnvSDD Track 2 1.0 (Final ranking-phase)

35EER

5

Feb 26, 2026

EnvSDD Track 1 Final ranking-phase 1.0

1.6EER

5

Feb 26, 2026

EnvSDD Track 1 (Unseen Generators) 2026 (test)

11.22EER (%)

4

Feb 26, 2026

EnvSDD Track 1 (Unseen Generators) 2026 (val)

0.07EER

4

Feb 26, 2026

ESDD Track 2 (Black-Box Low-Resource) 2026 (test)

11.98EER

4

Feb 26, 2026

ESDD Track 2 Black-Box Low-Resource 2026 (val)

0.07EER

4

Feb 26, 2026

EnvSDD Track 1 Progress-phase 1.0

1.66EER

4

Feb 26, 2026

ESDD-Challenge (test)

BEATs-Finetune+MLP

88Accuracy

3

Apr 23, 2026

EnvSDD Track 2 Progress-phase 1.0

0.3EER

3

Feb 26, 2026