| Adaptive Differential Denoising for Respiratory Sounds Classification | ✓ Link | 65.53 | 45.94 | 85.13 | ADD | 2025-06-03 |
| Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses | ✓ Link | 64.84 | 47.63 | 82.05 | BEATs (PAFA) | 2025-05-28 |
| BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification | ✓ Link | 63.54 | 45.67 | 81.4 | BTS | 2024-06-10 |
| Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses | ✓ Link | 63.49 | 48.21 | 78.77 | BEATs (CE) | 2025-05-28 |
| Masked Modeling Duo: Towards a Universal Audio Pre-training Framework | ✓ Link | 63.29 | | | M2D-X/0.7 (η=0.3) | 2024-04-09 |
| CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning | ✓ Link | 63.26 | 44.47 | 82.06 | CycleGuardian | 2025-02-02 |
| Masked Modeling Duo: Towards a Universal Audio Pre-training Framework | ✓ Link | 62.73 | | | M2D/0.7 (e=0.3) | 2024-04-09 |
| BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification | ✓ Link | 62.56 | 44.67 | 80.85 | Audio-CLAP | 2024-06-10 |
| Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification | ✓ Link | 62.37 | 43.07 | 81.66 | AST (Patch-Mix CL) | 2023-05-23 |
| Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance | ✓ Link | 61.79 | 42.86 | 80.72 | AFT on Mixed-500 | 2023-11-11 |
| Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification | ✓ Link | 61.71 | 43.55 | 79.87 | SG-SCL (AST) | 2023-12-15 |
| Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification | ✓ Link | 59.81 | 42.50 | 77.11 | DAT (AST) | 2023-12-15 |
| Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification | ✓ Link | 59.55 | | | AST (fine-tuning) | 2023-05-23 |
| Lung Sound Classification Using Co-tuning and Stochastic Normalization | | 58.29 | 37.24 | 79.34 | ResNet-50 | 2021-08-04 |
| Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning | ✓ Link | 58.04 | | | CNN6 (+metadata) | 2022-10-27 |
| Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning | ✓ Link | 57.55 | | 75.95 | CNN6 | 2022-10-27 |
| ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention | | 56.76 | 46.38 | 67.13 | bi-ResNet-Att | 2022-01-14 |
| RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting | ✓ Link | 56.20 | 40.10 | 72.30 | ResNet-34 | 2020-10-31 |
| A DOMAIN TRANSFER BASED DATA AUGMENTATION METHOD FOR AUTOMATED RESPIRATORY CLASSIFICATION | | 55.30 | 40.20 | 70.40 | ResNeSt | 2022-04-27 |
| Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning | ✓ Link | 54.74 | 33.84 | 75.35 | CNN6
(scratch) | 2022-10-27 |
| LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram | ✓ Link | 53.90 | 36.36 | 71.44 | ResNet-Att
(scratch) | 2021-10-29 |
| LungRN+NL: An Improved Adventitious Lung Sound Classification Using Non-Local Block ResNet Neural Network with Mixup Data Augmentation | | 52.26 | 41.32 | 63.20 | ResNet
(scratch) | 2020-08-01 |
| LungBRN: A Smart Digital Stethoscope for Detecting Respiratory Disease Using bi-ResNet Deep Learning Algorithm | ✓ Link | 50.16 | 31.10 | 69.20 | bi-ResNet
(scratch) | 2019-12-05 |
| Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification | ✓ Link | | 41.97 | 77.14 | AST (fine-tuning) | 2023-05-23 |
| Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning | ✓ Link | | 39.15 | 76.93 | CNN6
(+metadata) | 2022-10-27 |