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Respiratory sound classification on ICBHI dataset official (60-40% split)

85.99Specificity

Dong et al.

Updated 4d ago

Evaluation Results

Method
Dong et al. 2026.02	85.99	49.11	67.55
Late-Fusion 2024.06	85.6	30	57.3
Late-Fusion 2026.02	85.6	30	57.3
Kim et al. (RepAugment) 2024.06	82.47	40.55	61.51
Kim et al. (2024b) 2026.02	82.47	40.55	61.51
MVST 2026.02	81.99	51.1	66.55
Bae et al. (Patch-Mix CL) 2023.11	81.66	43.07	62.37
Bae et al. (Patch-Mix CL) 2024.06	81.66	43.07	62.37
Bae et al. 2026.02	81.66	43.07	62.37
BTS 2024.06	81.4	45.67	63.54
BTS 2026.02	81.4	45.67	63.54
SE+SA 2024.06	81.25	17.84	49.55
SE+SA 2026.02	81.25	17.84	49.55
Audio-CLAP 2024.06	80.85	44.67	62.56
Kim et al. (AFT on Mixed-500) 2024.06	80.72	42.86	61.79
Kim et al. (2023) 2026.02	80.72	42.86	61.79
Kim et al. (SG-SCL) 2024.06	79.87	43.55	61.71
Kim et al. (2024a) 2026.02	79.87	43.55	61.71
Wang et al. (2024) 2026.02	79.61	48.77	64.19
Nguyen et al. (CoTuning) 2023.11	79.34	37.24	58.29
Nguyen et al. (CoTuning) 2024.06	79.34	37.24	58.29
Nguyen et al. 2026.02	79.34	37.24	58.29
Resp-Agent 2026.02	79.29	66.1	72.7
Nguyen et al. (StochNorm) 2024.06	78.86	36.4	57.63
Bae et al. (Fine-tuning) 2023.11	77.14	41.97	59.55
Bae et al. (Fine-tuning) 2024.06	77.14	41.97	59.55
Moummad et al. (SCL) 2023.11	75.95	39.15	57.55
Moummad et al. (SCL) 2024.06	75.95	39.15	57.55
Moummad et al. 2026.02	75.95	39.15	57.55
Ren et al. 2024.06	72.96	27.78	50.37
Ren et al. 2026.02	72.96	27.78	50.37
RespireNet (CBA+BRC+FT) 2023.11	72.3	40.1	56.2
RespireNet (CBA+BRC+FT) 2024.06	72.3	40.1	56.2
RespireNet 2026.02	72.3	40.1	56.2
Wang et al. (Splice) 2023.11	70.4	40.2	55.3
Wang et al. (Splice) 2024.06	70.4	40.2	55.3
Wang et al. 2026.02	70.4	40.2	55.3
Moummad et al. 2024.06	70.09	40.39	55.24
Chang et al. 2024.06	69.92	35.85	52.89
Chang et al. 2026.02	69.92	35.85	52.89
LungRN+NL 2024.06	63.2	41.32	52.26
LungRN+NL 2026.02	63.2	41.32	52.26