Audio Classification on ICBHI Respiratory Sound Database

Metric: Sensitivity (higher is better)

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#	Model↕	Sensitivity▼	Extra Data	Paper	Date↕	Code
1	BEATs (CE)	48.21	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
2	BEATs (PAFA)	47.63	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
3	bi-ResNet-Att	46.38	Yes	-	-	-
4	ADD	45.94	No	Adaptive Differential Denoising for Respiratory ...	2025-06-03	Code
5	BTS	45.67	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
6	Audio-CLAP	44.67	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
7	CycleGuardian	44.47	No	CycleGuardian: A Framework for Automatic Respira...	2025-02-02	Code
8	SG-SCL (AST)	43.55	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
9	AST (Patch-Mix CL)	43.07	Yes	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
10	AFT on Mixed-500	42.86	Yes	Adversarial Fine-tuning using Generated Respirat...	2023-11-11	Code
11	DAT (AST)	42.5	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
12	AST (fine-tuning)	41.97	No	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
13	ResNet (scratch)	41.32	No	-	-	-
14	ResNeSt	40.2	Yes	-	-	-
15	ResNet-34	40.1	Yes	RespireNet: A Deep Neural Network for Accurately...	2020-10-31	Code
16	CNN6 (+metadata)	39.15	Yes	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
17	ResNet-50	37.24	Yes	Lung Sound Classification Using Co-tuning and St...	2021-08-04	-
18	ResNet-Att (scratch)	36.36	No	-	-	Code
19	CNN6 (scratch)	33.84	No	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
20	bi-ResNet (scratch)	31.1	No	-	-	Code

#1BEATs (CE)SOTA
48.21
Sensitivity· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#2BEATs (PAFA)
47.63
Sensitivity· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#3bi-ResNet-Att
46.38
Sensitivity· Extra Data
No paper
#4ADD
45.94
Sensitivity· 2025-06-03
Adaptive Differential Denoising for Respiratory Sounds Classification Code
#5BTSSOTA
45.67
Sensitivity· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#6Audio-CLAP
44.67
Sensitivity· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#7CycleGuardian
44.47
Sensitivity· 2025-02-02
CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning Code
#8SG-SCL (AST)SOTA
43.55
Sensitivity· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#9AST (Patch-Mix CL)SOTA
43.07
Sensitivity· Extra Data· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#10AFT on Mixed-500
42.86
Sensitivity· Extra Data· 2023-11-11
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance Code
#11DAT (AST)
42.5
Sensitivity· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#12AST (fine-tuning)
41.97
Sensitivity· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#13ResNet (scratch)
41.32
Sensitivity
No paper
#14ResNeSt
40.2
Sensitivity· Extra Data
No paper
#15ResNet-34SOTA
40.1
Sensitivity· Extra Data· 2020-10-31
RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting Code
#16CNN6 (+metadata)
39.15
Sensitivity· Extra Data· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#17ResNet-50
37.24
Sensitivity· Extra Data· 2021-08-04
Lung Sound Classification Using Co-tuning and Stochastic Normalization
#18ResNet-Att (scratch)
36.36
Sensitivity
No paperCode
#19CNN6 (scratch)
33.84
Sensitivity· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#20bi-ResNet (scratch)
31.1
Sensitivity
No paperCode