DCASE
Benchmarks
TaskDatasetSOTA resultTrendResults
DCASE2022 (dev)
73.9Official Performance Metric
10
DCASE (official)
95Top-1 Accuracy
9
DCASE Task 2 2023 (dev)
64.37Harmonic Mean AUC (Target Domain)
8
DCASE Task 7 System-level n=9 2023
-0.083FAD
8
DCASE 2025 (dev)
60.96Harmonic Mean AUC (Target Domain)
8
DCASE 2014 (test)
96Top-1 Accuracy
8
DCASE 2025
63.2Dataset-wise Harmonic Mean
7
DCASE 2025 (eval)
62.4Official Performance Metric
7
DCASE Task 7 Per-category granularity 2023
0.059FAD
6
DCASE Task 1 2019 (incremental split (5 tasks))
58.1Accuracy
6
DCASE Task 3 Stereo SELD 2025 (test)
40.2F1 Score
6
DCASE Task 2 2020 (test)
85.88Fan AUC
6
DCASE challenge task 4 2023 (val)
0.587PSDS1
6
DCASE Task 6 2020 (dev test)
53.7BLEU-1
6
DCASE 2014
94Accuracy
6
DCASE Task 7 DIL D3 2026 (dev-test)
75.19Micro Accuracy
5
DCASE Task 2 2018 (test)
95.4mAP@3
5
DCASE17 Task 4 (test)
33.8F1 Score
4
DCASE Task 1a 2019 (test)
76.1Accuracy
3
DCASE Task 7 Per-category n=63 2023
0.45FAD
2
DCASE Task 7 2023 (test)
0.687FAD
2
DCASE 2023
0.08PSDS1
2