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Audio Classification On Icbhi Respiratory

Metrics

ICBHI Score
Sensitivity
Specificity

Results

Performance results of various models on this benchmark

Paper Title
BTS63.5445.6781.4BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification
M2D-X/0.7 (η=0.3)63.29--0/1 Deep Neural Networks via Block Coordinate Descent
CycleGuardian63.2644.4782.06CycleGuardian: A Framework for Automatic RespiratorySound classification Based on Improved Deep clustering and Contrastive Learning
M2D/0.7 (e=0.3)62.73--Masked Modeling Duo: Towards a Universal Audio Pre-training Framework
Audio-CLAP62.5644.6780.85BTS: Bridging Text and Sound Modalities for Metadata-Aided Respiratory Sound Classification
AST (Patch-Mix CL)62.3743.0781.66Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
AFT on Mixed-50061.7942.8680.72Adversarial Fine-tuning using Generated Respiratory Sound to Address Class Imbalance
SG-SCL (AST)61.7143.5579.87Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification
DAT (AST)59.8142.5077.11Stethoscope-guided Supervised Contrastive Learning for Cross-domain Adaptation on Respiratory Sound Classification
AST (fine-tuning)59.55--Patch-Mix Contrastive Learning with Audio Spectrogram Transformer on Respiratory Sound Classification
ResNet-5058.2937.2479.34Lung Sound Classification Using Co-tuning and Stochastic Normalization
CNN6 (+metadata)58.04--Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning
CNN657.55-75.95Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning
bi-ResNet-Att56.7646.3867.13ARSC-Net: Adventitious Respiratory Sound Classification Network Using Parallel Paths with Channel-Spatial Attention
ResNet-3456.2040.1072.30RespireNet: A Deep Neural Network for Accurately Detecting Abnormal Lung Sounds in Limited Data Setting
ResNeSt55.3040.2070.40A DOMAIN TRANSFER BASED DATA AUGMENTATION METHOD FOR AUTOMATED RESPIRATORY CLASSIFICATION
CNN6 (scratch)54.7433.8475.35Pretraining Respiratory Sound Representations using Metadata and Contrastive Learning
ResNet-Att (scratch)53.9036.3671.44LungAttn: advanced lung sound classification using attention mechanism with dual TQWT and triple STFT spectrogram
ResNet (scratch)52.2641.3263.20LungRN+NL: An Improved Adventitious Lung Sound Classification Using Non-Local Block ResNet Neural Network with Mixup Data Augmentation
bi-ResNet (scratch)50.1631.1069.20LungBRN: A Smart Digital Stethoscope for Detecting Respiratory Disease Using bi-ResNet Deep Learning Algorithm
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