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Models/BEATs (PAFA)

BEATs (PAFA)

Reported on 6 benchmarks across 2 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Audio3 results

Audio ClassificationonICBHI Respiratory Sound Database
ICBHI Score· uses extra data· 2025-05-28
64.84
best: 65.53 (ADD)
SOTA
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834
Audio ClassificationonICBHI Respiratory Sound Database
Sensitivity· uses extra data· 2025-05-28
47.63
best: 48.21 (BEATs (CE))
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834
Audio ClassificationonICBHI Respiratory Sound Database
Specificity· uses extra data· 2025-05-28
82.05
best: 85.13 (ADD)
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834

Methodology3 results

ClassificationonICBHI Respiratory Sound Database
ICBHI Score· uses extra data· 2025-05-28
64.84
best: 65.53 (ADD)
SOTA
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834
ClassificationonICBHI Respiratory Sound Database
Sensitivity· uses extra data· 2025-05-28
47.63
best: 48.21 (BEATs (CE))
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834
ClassificationonICBHI Respiratory Sound Database
Specificity· uses extra data· 2025-05-28
82.05
best: 85.13 (ADD)
Patient-Aware Feature Alignment for Robust Lung Sound Classification:Cohesion-Separation and Global Alignment Losses arXiv:2505.23834