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ICBHI Respiratory Sound Database (The Respiratory Sound database - ICBHI 2017 Challenge)

archive 2025-07-28

The Respiratory Sound database was originally compiled to support the scientific challenge organized at Int. Conf. on Biomedical Health Informatics - ICBHI 2017.

The database consists of a total of 5.5 hours of recordings containing 6898 respiratory cycles, of which 1864 contain crackles, 886 contain wheezes, and 506 contain both crackles and wheezes, in 920 annotated audio samples from 126 subjects.

The cycles were annotated by respiratory experts as including crackles, wheezes, a combination of them, or no adventitious respiratory sounds. The recordings were collected using heterogeneous equipment and their duration ranged from 10s to 90s.

For more information about the dataset, the annotation files, or to download it, please visit the challenge official page.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Audio Classification ICBHI Respiratory Sound Database ADD ICBHI Score 65.53 Adaptive Differential Denoising for Respiratory Sounds... deegy666/add-rsc 25 Compare
Lung Sound Classification ICBHI Respiratory Sound Database RDLINet Accurcay 99.6 RDLINet: A Novel Lightweight Inception Network for... rsarka34/RDLINet 3 Compare

Papers archive 2025-07-28

19 shown of 19 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 21. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Adaptive Differential Denoising for Respiratory Sounds Classification 1 1 3 Jun 2025 not harvested
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses 1 2 28 May 2025 not harvested
CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning 1 1 2 Feb 2025 not harvested
BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification 1 2 10 Jun 2024 not harvested
Masked Modeling Duo: Towards a Universal Audio Pre-training Framework 2 2 9 Apr 2024 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification 1 2 15 Dec 2023 not harvested
Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance 1 1 11 Nov 2023 ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
RDLINet: A Novel Lightweight Inception Network for Respiratory Disease Classification Using Lung Sounds 1 1 6 Jul 2023 not harvested
Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification 1 3 23 May 2023 ran 1 of 6 samples (5 unverified)
Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning 1 4 27 Oct 2022 not harvested
A DOMAIN TRANSFER BASED DATA AUGMENTATION METHOD FOR AUTOMATED RESPIRATORY CLASSIFICATION 0 1 27 Apr 2022 not harvested
ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention 0 1 14 Jan 2022 not harvested
LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram 1 1 29 Oct 2021 not harvested
Lung Sound Classification Using Co-tuning and Stochastic Normalization 0 1 4 Aug 2021 not harvested
RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting 1 1 31 Oct 2020 ran 0 of 3 samples (3 unverified)
A Lightweight CNN Model for Detecting Respiratory Diseases from Lung Auscultation Sounds using EMD-CWT-based Hybrid Scalogram 1 1 8 Sep 2020 not harvested
LungRN+NL: An Improved Adventitious Lung Sound Classification Using Non-Local Block ResNet Neural Network with Mixup Data Augmentation 0 1 1 Aug 2020 not harvested
Respiratory diseases recognition through respiratory sound with the help of deep neural network 1 1 30 Apr 2020 not harvested
LungBRN: A Smart Digital Stethoscope for Detecting Respiratory Disease Using bi-ResNet Deep Learning Algorithm 1 1 5 Dec 2019 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Audio ClassificationLung Sound Classification

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

AudioBiomedicalMedical

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • ICBHI Respiratory Sound Database

1 variant name, as the archive lists them.

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