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

4-class respiratory sound classification on ICBHI 60-40% split official (test)

89.49Specificity

Toikkanen et al. (BTS++[k = 30])

Updated 1mo ago

Evaluation Results

Method
Toikkanen et al. (BTS++[k = 30]) 2026.06	89.49	41.89	65.69
Late-Fusion 2023.05	85.6	30	57.3
Jeong et al. (PAFA) 2026.06	82.05	47.63	64.84
Bae et al. (Patch-Mix CL) 2023.12	81.66	43.07	62.37
Patch-Mix CL (ours) 2023.05	81.66	43.07	62.37
Bae et al. (Patch-Mix CL) 2026.06	81.66	43.07	62.37
Kim et al. (BTS) 2026.06	81.4	45.67	63.54
SE+SA 2023.05	81.25	17.84	49.55
Xiao et al. (LungAdapter) 2026.06	80.43	44.37	62.4
SG-SCL 2023.12	79.87	43.55	61.71
Kim et al. (SG-SCL) 2026.06	79.87	43.55	61.71
DASS (Lung-SRAD) 2026.06	79.53	49.42	64.48
Nguyen et al. (CoTuning) 2023.12	79.34	37.24	58.29
Nguyen et al. (CoTuning) 2023.05	79.34	37.24	58.29
Nguyen et al. (StochNorm) 2023.05	78.86	36.4	57.63
Bae et al. (Fine-tuning) 2023.12	77.14	41.97	59.55
Fine-tuning (ours) 2023.05	77.14	41.97	59.55
Bae et al. (Fine-tuning) 2026.06	77.14	41.97	59.55
DAT 2023.12	77.11	42.5	59.81
DASS (Spectral-Aware Regularization) 2026.06	76.72	47.72	62.22
Moummad et al. (SCL) 2023.12	75.95	39.15	57.55
Moummad et al. (SCL) 2023.05	75.95	39.15	57.55
DASS (Fine-tuning) 2026.06	74.68	47.43	61.06
Ren et al. 2023.12	72.96	27.78	50.37
Ren et al. 2023.05	72.96	27.78	50.37
CNN-MoE 2023.12	72.4	21.5	47
CNN-MOE 2023.05	72.4	21.5	47
RespireNet (CBA+BRC+FT) 2023.12	72.3	40.1	56.2
RespireNet (CBA+BRC+FT) 2023.05	72.3	40.1	56.2
LungAttn 2023.05	71.44	36.36	53.9
RespireNet 2023.05	71.4	39	55.2
Wang et al. (Splice) 2023.12	70.4	40.2	55.3
Wang et al. (Splice) 2023.05	70.4	40.2	55.3
Moummad et al. 2023.05	70.09	40.39	55.24
Chang et al. (CNN8-dilated) 2023.12	69.92	35.85	52.89
Chang et al. (CNN8-dilated) 2023.05	69.92	35.85	52.89
LungBRN 2023.05	69.2	31.12	50.16
ARSC-Net 2023.05	67.13	46.38	56.76
LungRN+NL 2023.05	63.2	41.32	52.26
Chang et al. (ResNet-dilated) 2023.12	50.22	51.83	51.02
Chang et al. (ResNet-dilated) 2023.05	50.22	51.83	51.02