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

85.6Specificity

Late-Fusion

Updated 1mo ago

Evaluation Results

Method	Links
Late-Fusion 2023.05		85.6	30	57.3
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
SE+SA 2023.05		81.25	17.84	49.55
SG-SCL 2023.12		79.87	43.55	61.71
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
DAT 2023.12		77.11	42.5	59.81
Moummad et al. (SCL) 2023.12		75.95	39.15	57.55
Moummad et al. (SCL) 2023.05		75.95	39.15	57.55
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