SOTA Environmental Sound Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
FSD50K	ONE-PEACE	mAP69.7	91	2mo ago
ESC-50 (5-fold cross-validation)	BEATS	Accuracy98.1	38	1mo ago
ESC	SOTA [87]	Top-1 Acc91.8	28	3mo ago
Gunshot triangulation		Top-1 Acc98.8	23	3mo ago
ESC-50 (test)	LAION-CLAP	Top-1 Fidelity94.8	14	3mo ago
ESC-50 (10-fold cross-validation)	ERANN-2-5	Accuracy96.1	13	3mo ago
Beehive states	BYOL-S	Top-1 Acc59.7	11	3mo ago
ESC-50 (incremental split (5 tasks))	Uncertainty++	Accuracy50	6	3mo ago
DCASE Task 1 2019 (incremental split (5 tasks))	Uncertainty++	Accuracy58.1	6	3mo ago
TAU 2019	ZeroDiffusion	Accuracy48.57	4	1d ago
UrbanSound8k	ALE	Accuracy49.97	4	1d ago
FSC22 (test)	CADA-VAE	Accuracy32.9	4	1d ago
FSC22 (val)	ZeroDiffusion	Accuracy32.69	4	1d ago
ARCA23K-FSD (test)	CADA-VAE	Accuracy24.14	4	1d ago
ARCA23K-FSD fold 5	ZeroDiffusion	Accuracy43.35	4	1d ago
ARCA23K FSD (fold 4)	ZeroDiffusion	Accuracy28.33	4	1d ago
ARCA23K-FSD (fold 3)	ALE	Accuracy25.46	4	1d ago
ARCA23K-FSD fold 2	ZeroDiffusion	Accuracy48.19	4	1d ago
ARCA23K-FSD (fold 1)	ZeroDiffusion	Accuracy34.18	4	1d ago
ARCA23K-FSD (fold 0)	ZeroDiffusion	Accuracy28.79	4	1d ago
ESC-50 (fold 3)	CADA-VAE	Accuracy30.13	4	1d ago
ESC-50 (fold 2)	ZeroDiffusion	Accuracy31.1	4	1d ago
ESC-50 (fold 1)	ALE	Accuracy49.32	4	1d ago
ESC-50 (fold 0)	CADA-VAE	Accuracy29.15	4	1d ago

Showing 24 of 24 rows