Audio Classification on ICBHI Respiratory Sound Database

Metric: ICBHI Score (higher is better)

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#	Model↕	ICBHI Score▼	Extra Data	Paper	Date↕	Code
1	ADD	65.53	No	Adaptive Differential Denoising for Respiratory ...	2025-06-03	Code
2	BEATs (PAFA)	64.84	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
3	BTS	63.54	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
4	BEATs (CE)	63.49	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
5	M2D-X/0.7 (η=0.3)	63.29	Yes	Masked Modeling Duo: Towards a Universal Audio P...	2024-04-09	Code
6	CycleGuardian	63.26	No	CycleGuardian: A Framework for Automatic Respira...	2025-02-02	Code
7	M2D/0.7 (e=0.3)	62.73	No	Masked Modeling Duo: Towards a Universal Audio P...	2024-04-09	Code
8	Audio-CLAP	62.56	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
9	AST (Patch-Mix CL)	62.37	Yes	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
10	AFT on Mixed-500	61.79	Yes	Adversarial Fine-tuning using Generated Respirat...	2023-11-11	Code
11	SG-SCL (AST)	61.71	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
12	DAT (AST)	59.81	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
13	AST (fine-tuning)	59.55	Yes	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
14	ResNet-50	58.29	Yes	Lung Sound Classification Using Co-tuning and St...	2021-08-04	-
15	CNN6 (+metadata)	58.04	No	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
16	CNN6	57.55	Yes	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
17	bi-ResNet-Att	56.76	Yes	-	-	-
18	ResNet-34	56.2	Yes	RespireNet: A Deep Neural Network for Accurately...	2020-10-31	Code
19	ResNeSt	55.3	Yes	-	-	-
20	CNN6 (scratch)	54.74	No	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
21	ResNet-Att (scratch)	53.9	No	-	-	Code
22	ResNet (scratch)	52.26	No	-	-	-
23	bi-ResNet (scratch)	50.16	No	-	-	Code

#1ADDSOTA
65.53
ICBHI Score· 2025-06-03
Adaptive Differential Denoising for Respiratory Sounds Classification Code
#2BEATs (PAFA)SOTA
64.84
ICBHI Score· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#3BTSSOTA
63.54
ICBHI Score· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#4BEATs (CE)
63.49
ICBHI Score· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#5M2D-X/0.7 (η=0.3)SOTA
63.29
ICBHI Score· Extra Data· 2024-04-09
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework Code
#6CycleGuardian
63.26
ICBHI Score· 2025-02-02
CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning Code
#7M2D/0.7 (e=0.3)
62.73
ICBHI Score· 2024-04-09
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework Code
#8Audio-CLAP
62.56
ICBHI Score· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#9AST (Patch-Mix CL)SOTA
62.37
ICBHI Score· Extra Data· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#10AFT on Mixed-500
61.79
ICBHI Score· Extra Data· 2023-11-11
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance Code
#11SG-SCL (AST)
61.71
ICBHI Score· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#12DAT (AST)
59.81
ICBHI Score· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#13AST (fine-tuning)
59.55
ICBHI Score· Extra Data· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#14ResNet-50SOTA
58.29
ICBHI Score· Extra Data· 2021-08-04
Lung Sound Classification Using Co-tuning and Stochastic Normalization
#15CNN6 (+metadata)
58.04
ICBHI Score· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#16CNN6
57.55
ICBHI Score· Extra Data· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#17bi-ResNet-Att
56.76
ICBHI Score· Extra Data
No paper
#18ResNet-34SOTA
56.2
ICBHI Score· Extra Data· 2020-10-31
RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting Code
#19ResNeSt
55.3
ICBHI Score· Extra Data
No paper
#20CNN6 (scratch)
54.74
ICBHI Score· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#21ResNet-Att (scratch)
53.9
ICBHI Score
No paperCode
#22ResNet (scratch)
52.26
ICBHI Score
No paper
#23bi-ResNet (scratch)
50.16
ICBHI Score
No paperCode