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DCASE

Benchmarks

Task NameDataset NameSOTA ResultTrend
Anomalous Sound DetectionDCASE 2020 (dev)
Official Performance Metric94.2
46
Anomalous Sound DetectionDCASE T2 DG sec-eval 2023
HMean73.8
27
Anomalous Sound DetectionDCASE T2 DG 2023 (sec dev)
HMean66.3
26
Anomalous Sound DetectionDCASE T2 sec-eval 2020
Amean88.5
26
Anomalous Sound DetectionDCASE T2 DG sec-eval 2024
HMean63
25
Anomalous Sound DetectionDCASE T2 DG 2024 (dev)
HMean62.4
25
Acoustic Scene ClassificationDCASE
Mi-F1 Score48.9
21
Sound Event DetectionDCASE HEAR challenge
Onset FMS89.1
20
Anomalous Sound DetectionDCASE 2023 (eval)
Official Performance Score74.2
17
Anomalous Sound DetectionDCASE 2023 (dev)
Performance Metric73.8
17
Anomalous Sound DetectionDCASE 2024
Dataset-wise Harmonic Mean67
16
Anomalous Sound DetectionDCASE 2024 (eval)
Official Performance Metric67.1
16
Anomalous Sound DetectionDCASE 2023
Dataset-wise Harmonic Mean71.8
16
Anomalous Sound DetectionDCASE 2020
Dataset-wise Harmonic Mean93.7
16
Anomalous Sound DetectionDCASE 2020 (eval)
Official Performance Metric94.3
15
Sound Event DetectionDCASE challenge task 4 2023 (test)
PSDS10.587
15
Sound classificationDCASE
Accuracy97
15
Anomalous Sound DetectionDCASE 2024 (dev)
Performance Score67.8
14
Anomaly DetectionDCASE RMIS Benchmark
DCASE 20 Score74.2
14
Acoustic Scene ClassificationDCASE task 1a 2020 (dev)
Overall Accuracy81.9
13
Anomalous Sound DetectionDCASE 2022
Dataset-wise Harmonic Mean71.8
12
Anomalous Sound DetectionDCASE 2022 (eval)
Official Performance Metric71
12
Sound Event DetectionDCASE DESED Task 4 2024
tPSDS@10.583
12
Anomalous Sound DetectionDCASE2022 (dev)
Official Performance Metric73.9
10
Audio event classificationDCASE (official)
Top-1 Accuracy95
9
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