Respiratory sound classification

Benchmarks

Dataset Name	SOTA Method	Metric
ICBHI dataset official (60-40% split)	Resp-Agent	Score72.7	67	1mo ago
ICBHI 2017 (official)	Adaptive Differential Denoising	Specificity85.13	32	5mo ago
AKGC417L (IND)	SG-SCL	Overall Score81.65	17	1mo ago
ICBHI	Nguyen et al. (CoTuning)	Specificity79.34	14	5mo ago
Litt3200 OOD	PromptFL	Specificity96.59	11	1mo ago
LittC2SE (OOD)	SpecAugment	Specificity97.92	11	1mo ago
Setting #2 IND	PromptFL	Specificity96.32	11	1mo ago
Yunting (OOD)	BTS-CAFE	Specificity92.31	11	1mo ago
Yunting (IND)	Mixup	Specificity89.39	11	1mo ago
Meditron OOD	PromptFL	Specificity (Sp)98.03	11	1mo ago
Meditron (IND)	PromptFL	Specificity96.83	11	1mo ago
AKGC417L OOD	CutMix	Specificity99.36	11	1mo ago
Dataset 2 Noisy 3-Class (test)	C2GA	Accuracy49.85	10	1mo ago
Dataset 1 Binary (test)	C2GA	Accuracy78.2	10	1mo ago
ICBHI 2017 (test)	Bae&Kim et al. (MixCL)	Specificity81.66	10	5mo ago
SNUBH in-house clinical	Meta-Ensemble	Specificity88.78	9	2mo ago
SPRSound Out-of-Distribution	Meta-Ensemble	Specificity85.5	9	2mo ago
ICBHI In-Distribution	Meta-Ensemble	Specificity89.6	9	2mo ago
ICBHI dataset	Hybrid LSTM-KAN	Accuracy94.55	7	5mo ago
SPRSound Out-of-Distribution (test)	QLung	Specificity82.48	6	1mo ago
ICBHI In-Distribution (test)	QLung	Specificity81.98	6	1mo ago
ICBHI SPRSound Setting #2: Litt3200 OOD	BTS-CAFE	Score43.15	6	1mo ago
ICBHI SPRSound Setting #2 LittC2SE OOD	BTS-CAFE	Score66.24	6	1mo ago
ICBHI SPRSound Setting #2: IND	AST-CE	Score77.87	6	1mo ago
ICBHI SPRSound Setting #1: Yunting OOD	BTS-CAFE	Score65.69	6	1mo ago

Showing 25 of 30 rows