Share your thoughts, 1 month free Claude Pro on usSee more

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

89.87Specificity

Mean-Ensemble

Updated 1mo ago

Evaluation Results

Method
Mean-Ensemble 2026.04	89.87	42.82	66.34
Meta-Ensemble 2026.04	89.6	43.54	66.49
Toikkanen et al. (BTS++) 2026.04	89.49	41.89	65.69
Mean-Ensemble 2026.04	87.21	41.46	64.33
Meta-Ensemble 2026.04	86.16	45.1	65.63
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
Toikkanen et al. (BTS-d) 2026.04	82.89	45.9	64.39
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
Bae et al. (Patch-Mix CL) 2026.04	81.66	43.07	62.37
Daisuke et al. (M2D-X/0.7) 2026.04	81.51	45.08	63.29
BTS 2024.06	81.4	45.67	63.54
BTS 2026.02	81.4	45.67	63.54
Kim et al. (BTS) 2026.04	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. (Audio-CLAP) 2026.04	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
Kim et al. (SG-SCL) 2026.04	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
Chang et al. 2026.04	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