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

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

72.7Score

Resp-Agent

Updated 1mo ago

Evaluation Results

Method
Resp-Agent 2026.02	72.7	79.29	66.1
Dong et al. 2026.02	67.55	85.99	49.11
MVST 2026.02	66.55	81.99	51.1
Meta-Ensemble 2026.04	66.49	89.6	43.54
Mean-Ensemble 2026.04	66.34	89.87	42.82
Toikkanen et al. (BTS++) 2026.04	65.69	89.49	41.89
Meta-Ensemble 2026.04	65.63	86.16	45.1
Toikkanen et al. (BTS-d) 2026.04	64.39	82.89	45.9
Mean-Ensemble 2026.04	64.33	87.21	41.46
Wang et al. (2024) 2026.02	64.19	79.61	48.77
BTS 2024.06	63.54	81.4	45.67
BTS 2026.02	63.54	81.4	45.67
Kim et al. (BTS) 2026.04	63.54	81.4	45.67
Kim et al. (BTS) 2026.06	63.54	81.4	45.67
QLung on Audio-CLAP 2026.06	63.39	81.98	44.81
Daisuke et al. (M2D-X/0.7) 2026.04	63.29	81.51	45.08
Audio-CLAP 2024.06	62.56	80.85	44.67
Kim et al. (Audio-CLAP) 2026.04	62.56	80.85	44.67
Kim et al. (Audio-CLAP) 2026.06	62.56	80.85	44.67
Xiao et al. (LungAdapter) 2026.06	62.4	80.43	44.37
Bae et al. (Patch-Mix CL) 2023.11	62.37	81.66	43.07
Bae et al. (Patch-Mix CL) 2024.06	62.37	81.66	43.07
Bae et al. 2026.02	62.37	81.66	43.07
Bae et al. (Patch-Mix CL) 2026.04	62.37	81.66	43.07
Bae et al. (Patch-Mix CL) 2026.06	62.37	81.66	43.07
QLung on AST 2026.06	62.01	81.9	42.12
Kim et al. (AFT on Mixed-500) 2024.06	61.79	80.72	42.86
Kim et al. (2023) 2026.02	61.79	80.72	42.86
Kim et al. (SG-SCL) 2024.06	61.71	79.87	43.55
Kim et al. (2024a) 2026.02	61.71	79.87	43.55
Kim et al. (SG-SCL) 2026.04	61.71	79.87	43.55
Kim et al. (SG-SCL) 2026.06	61.71	79.87	43.55
Kim et al. (RepAugment) 2024.06	61.51	82.47	40.55
Kim et al. (2024b) 2026.02	61.51	82.47	40.55
Bae et al. (Fine-tuning) 2023.11	59.55	77.14	41.97
Bae et al. (Fine-tuning) 2024.06	59.55	77.14	41.97
Bae et al. (Fine-tuning) 2026.06	59.55	77.14	41.97
Ge et al. (Lungmix) 2026.06	58.53	-	-
Nguyen et al. (CoTuning) 2023.11	58.29	79.34	37.24
Nguyen et al. (CoTuning) 2024.06	58.29	79.34	37.24
Nguyen et al. 2026.02	58.29	79.34	37.24
Nguyen et al. (StochNorm) 2024.06	57.63	78.86	36.4
Moummad et al. (SCL) 2023.11	57.55	75.95	39.15
Moummad et al. (SCL) 2024.06	57.55	75.95	39.15
Moummad et al. 2026.02	57.55	75.95	39.15
Late-Fusion 2024.06	57.3	85.6	30
Late-Fusion 2026.02	57.3	85.6	30
RespireNet (CBA+BRC+FT) 2023.11	56.2	72.3	40.1
RespireNet (CBA+BRC+FT) 2024.06	56.2	72.3	40.1
RespireNet 2026.02	56.2	72.3	40.1
Wang et al. (Splice) 2023.11	55.3	70.4	40.2
Wang et al. (Splice) 2024.06	55.3	70.4	40.2
Wang et al. 2026.02	55.3	70.4	40.2
Wang et al. (Splice) 2026.06	55.3	70.4	40.2
Moummad et al. 2024.06	55.24	70.09	40.39
Chang et al. 2024.06	52.89	69.92	35.85
Chang et al. 2026.02	52.89	69.92	35.85
Chang et al. 2026.04	52.89	69.92	35.85
LungRN+NL 2024.06	52.26	63.2	41.32
LungRN+NL 2026.02	52.26	63.2	41.32
LungRN+NL 2026.06	52.26	63.2	41.32
Ren et al. 2024.06	50.37	72.96	27.78
Ren et al. 2026.02	50.37	72.96	27.78
Ren et al. 2026.06	50.37	72.96	27.78
SE+SA 2024.06	49.55	81.25	17.84
SE+SA 2026.02	49.55	81.25	17.84
SE+SA 2026.06	49.55	81.25	17.84