Audio Classification on ICBHI Respiratory Sound Database

Metric: Specificity (higher is better)

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#	Model↕	Specificity▼	Extra Data	Paper	Date↕	Code
1	ADD	85.13	No	Adaptive Differential Denoising for Respiratory ...	2025-06-03	Code
2	CycleGuardian	82.06	No	CycleGuardian: A Framework for Automatic Respira...	2025-02-02	Code
3	BEATs (PAFA)	82.05	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
4	AST (Patch-Mix CL)	81.66	Yes	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
5	BTS	81.4	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
6	Audio-CLAP	80.85	No	BTS: Bridging Text and Sound Modalities for Meta...	2024-06-10	Code
7	AFT on Mixed-500	80.72	Yes	Adversarial Fine-tuning using Generated Respirat...	2023-11-11	Code
8	SG-SCL (AST)	79.87	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
9	ResNet-50	79.34	Yes	Lung Sound Classification Using Co-tuning and St...	2021-08-04	-
10	BEATs (CE)	78.77	Yes	Patient-Aware Feature Alignment for Robust Lung ...	2025-05-28	Code
11	AST (fine-tuning)	77.14	No	Patch-Mix Contrastive Learning with Audio Spectr...	2023-05-23	Code
12	DAT (AST)	77.11	Yes	Stethoscope-guided Supervised Contrastive Learni...	2023-12-15	Code
13	CNN6 (+metadata)	76.93	Yes	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
14	CNN6	75.95	Yes	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
15	CNN6 (scratch)	75.35	No	Pretraining Respiratory Sound Representations us...	2022-10-27	Code
16	ResNet-34	72.3	Yes	RespireNet: A Deep Neural Network for Accurately...	2020-10-31	Code
17	ResNet-Att (scratch)	71.44	No	-	-	Code
18	ResNeSt	70.4	Yes	-	-	-
19	bi-ResNet (scratch)	69.2	No	-	-	Code
20	bi-ResNet-Att	67.13	Yes	-	-	-
21	ResNet (scratch)	63.2	No	-	-	-

#1ADDSOTA
85.13
Specificity· 2025-06-03
Adaptive Differential Denoising for Respiratory Sounds Classification Code
#2CycleGuardianSOTA
82.06
Specificity· 2025-02-02
CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning Code
#3BEATs (PAFA)
82.05
Specificity· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#4AST (Patch-Mix CL)SOTA
81.66
Specificity· Extra Data· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#5BTS
81.4
Specificity· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#6Audio-CLAP
80.85
Specificity· 2024-06-10
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification Code
#7AFT on Mixed-500
80.72
Specificity· Extra Data· 2023-11-11
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance Code
#8SG-SCL (AST)
79.87
Specificity· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#9ResNet-50SOTA
79.34
Specificity· Extra Data· 2021-08-04
Lung Sound Classification Using Co-tuning and Stochastic Normalization
#10BEATs (CE)
78.77
Specificity· Extra Data· 2025-05-28
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses Code
#11AST (fine-tuning)
77.14
Specificity· 2023-05-23
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification Code
#12DAT (AST)
77.11
Specificity· Extra Data· 2023-12-15
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification Code
#13CNN6 (+metadata)
76.93
Specificity· Extra Data· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#14CNN6
75.95
Specificity· Extra Data· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#15CNN6 (scratch)
75.35
Specificity· 2022-10-27
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning Code
#16ResNet-34SOTA
72.3
Specificity· Extra Data· 2020-10-31
RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting Code
#17ResNet-Att (scratch)
71.44
Specificity
No paperCode
#18ResNeSt
70.4
Specificity· Extra Data
No paper
#19bi-ResNet (scratch)
69.2
Specificity
No paperCode
#20bi-ResNet-Att
67.13
Specificity· Extra Data
No paper
#21ResNet (scratch)
63.2
Specificity
No paper