Respiratory sound classification

Benchmarks

Dataset Name	SOTA Method	Metric
ICBHI dataset official (60-40% split)	Mean-Ensemble	Specificity89.87	54	1mo ago
ICBHI 2017 (official)	Adaptive Differential Denoising	Specificity85.13	32	3mo ago
AKGC417L (IND)	SG-SCL	Overall Score81.65	17	5d ago
ICBHI	Nguyen et al. (CoTuning)	Specificity79.34	14	3mo ago
Litt3200 OOD	PromptFL	Specificity96.59	11	5d ago
LittC2SE (OOD)	SpecAugment	Specificity97.92	11	5d ago
Setting #2 IND	PromptFL	Specificity96.32	11	5d ago
Yunting (OOD)	BTS-CAFE	Specificity92.31	11	5d ago
Yunting (IND)	Mixup	Specificity89.39	11	5d ago
Meditron OOD	PromptFL	Specificity (Sp)98.03	11	5d ago
Meditron (IND)	PromptFL	Specificity96.83	11	5d ago
AKGC417L OOD	CutMix	Specificity99.36	11	5d ago
Dataset 2 Noisy 3-Class (test)	C2GA	Accuracy49.85	10	1d ago
Dataset 1 Binary (test)	C2GA	Accuracy78.2	10	1d ago
ICBHI 2017 (test)	Bae&Kim et al. (MixCL)	Specificity81.66	10	3mo ago
SNUBH in-house clinical	Meta-Ensemble	Specificity88.78	9	1mo ago
SPRSound Out-of-Distribution	Meta-Ensemble	Specificity85.5	9	1mo ago
ICBHI In-Distribution	Meta-Ensemble	Specificity89.6	9	1mo ago
ICBHI dataset	Hybrid LSTM-KAN	Accuracy94.55	7	3mo ago
ICBHI SPRSound Setting #2: Litt3200 OOD	BTS-CAFE	Score43.15	6	5d ago
ICBHI SPRSound Setting #2 LittC2SE OOD	BTS-CAFE	Score66.24	6	5d ago
ICBHI SPRSound Setting #2: IND	AST-CE	Score77.87	6	5d ago
ICBHI SPRSound Setting #1: Yunting OOD	BTS-CAFE	Score65.69	6	5d ago
ICBHI SPRSound Setting #1: Yunting IND	SG-SCL	Score62.25	6	5d ago
ICBHI SPRSound Setting #1: Meditron OOD	AST-CE	Score61.88	6	5d ago

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