ML Research Wiki / Benchmarks / Audio Classification / ICBHI Respiratory Sound Database

ICBHI Respiratory Sound Database

Audio Classification Benchmark

Performance Over Time

📊 Showing 20 results | 📏 Metric: ICBHI Score

Top Performing Models

Rank	Model	Paper	ICBHI Score	Date	Code
1	ADD	Adaptive Differential Denoising for Respiratory Sounds Classification	65.53	2025-06-03	📦 deegy666/add-rsc
2	BEATs (PAFA) 📚	Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses	64.84	2025-05-28	📦 wa976/pafa
3	BTS	BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification	63.54	2024-06-10	📦 kaen2891/bts
4	BEATs (CE) 📚	Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses	63.49	2025-05-28	📦 wa976/pafa
5	M2D-X/0.7 (η=0.3) 📚	Masked Modeling Duo: Towards a Universal Audio Pre-training Framework	63.29	2024-04-09	📦 nttcslab/m2d 📦 nttcslab/eval-audio-repr
6	CycleGuardian	CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning	63.26	2025-02-02	📦 chumingqian/CycleGuardian
7	M2D/0.7 (e=0.3)	Masked Modeling Duo: Towards a Universal Audio Pre-training Framework	62.73	2024-04-09	📦 nttcslab/m2d 📦 nttcslab/eval-audio-repr
8	Audio-CLAP	BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification	62.56	2024-06-10	📦 kaen2891/bts
9	AST (Patch-Mix CL) 📚	Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification	62.37	2023-05-23	📦 raymin0223/patch-mix_contrastive_learning
10	AFT on Mixed-500 📚	Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance	61.79	2023-11-11	📦 kaen2891/adversarial_fine-tuning_using_generated_respiratory_sound

All Papers (20)

Adaptive Differential Denoising for Respiratory Sounds Classification

2025

ADD

deegy666/add-rsc

Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses

2025

BEATs (PAFA)

wa976/pafa

BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification

2024

BTS

kaen2891/bts

Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses

2025

BEATs (CE)

wa976/pafa

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework

2024

M2D-X/0.7 (η=0.3)

nttcslab/m2d nttcslab/eval-audio-repr

CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning

2025

CycleGuardian

chumingqian/CycleGuardian

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework

2024

M2D/0.7 (e=0.3)

nttcslab/m2d nttcslab/eval-audio-repr

BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification

2024

Audio-CLAP

kaen2891/bts

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

2023

AST (Patch-Mix CL)

raymin0223/patch-mix_contrastive_learning

Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance

2023

AFT on Mixed-500

kaen2891/adversarial_fine-tuning_using_generated_respiratory_sound

Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification

2023

SG-SCL (AST)

kaen2891/stethoscope-guided_supervised_contrastive_learning

Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification

2023

DAT (AST)

kaen2891/stethoscope-guided_supervised_contrastive_learning

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

2023

AST (fine-tuning)

raymin0223/patch-mix_contrastive_learning

Lung Sound Classification Using Co-tuning and Stochastic Normalization

2021

ResNet-50

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

2022

CNN6 (+metadata)

ilyassmoummad/scl_icbhi2017

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

2022

CNN6

ilyassmoummad/scl_icbhi2017

RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting

2020

ResNet-34

microsoft/RespireNet

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

2022

CNN6 (scratch)

ilyassmoummad/scl_icbhi2017

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

2023

AST (fine-tuning)

raymin0223/patch-mix_contrastive_learning

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

2022

CNN6 (+metadata)

ilyassmoummad/scl_icbhi2017

ICBHI Respiratory Sound Database

Performance Over Time

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Top Performing Models

All Papers (20)

Adaptive Differential Denoising for Respiratory Sounds Classification

Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses

BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification

Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework

CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning

Masked Modeling Duo: Towards a Universal Audio Pre-training Framework

BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance

Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification

Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

Lung Sound Classification Using Co-tuning and Stochastic Normalization

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification

Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning

Model	Paper	ICBHI Score	Date
ADD	Adaptive Differential Denoising for Respiratory S…	65.53	2025-06-03
BEATs (PAFA)	Patient-Aware Feature Alignment for Robust Lung S…	64.84	2025-05-28
BTS	BTS: Bridging Text and Sound Modalities for Metad…	63.54	2024-06-10
BEATs (CE)	Patient-Aware Feature Alignment for Robust Lung S…	63.49	2025-05-28
M2D-X/0.7 (η=0.3)	Masked Modeling Duo: Towards a Universal Audio Pr…	63.29	2024-04-09
CycleGuardian	CycleGuardian: A Framework for Automatic Respirat…	63.26	2025-02-02
M2D/0.7 (e=0.3)	Masked Modeling Duo: Towards a Universal Audio Pr…	62.73	2024-04-09
Audio-CLAP	BTS: Bridging Text and Sound Modalities for Metad…	62.56	2024-06-10
AST (Patch-Mix CL)	Patch-Mix Contrastive Learning with Audio Spectro…	62.37	2023-05-23
AFT on Mixed-500	Adversarial Fine-tuning using Generated Respirato…	61.79	2023-11-11
SG-SCL (AST)	Stethoscope-guided Supervised Contrastive Learnin…	61.71	2023-12-15
DAT (AST)	Stethoscope-guided Supervised Contrastive Learnin…	59.81	2023-12-15
AST (fine-tuning)	Patch-Mix Contrastive Learning with Audio Spectro…	59.55	2023-05-23
ResNet-50	Lung Sound Classification Using Co-tuning and Sto…	58.29	2021-08-04
CNN6 (+metadata)	Pretraining Respiratory Sound Representations usi…	58.04	2022-10-27
CNN6	Pretraining Respiratory Sound Representations usi…	57.55	2022-10-27
ResNet-34	RespireNet: A Deep Neural Network for Accurately …	56.20	2020-10-31
CNN6 (scratch)	Pretraining Respiratory Sound Representations usi…	54.74	2022-10-27
AST (fine-tuning)	Patch-Mix Contrastive Learning with Audio Spectro…	41.97	2023-05-23
CNN6 (+metadata)	Pretraining Respiratory Sound Representations usi…	39.15	2022-10-27