Fault Intensity Diagnosis on Cavitation Short

93.57AccuracyDHK+ResNet34

Evaluation results

Method
DHK+ResNet342026.04	93.57	92.27	93.79	92.94
DHK+ResNet342026.04	93.57	92.27	93.79	92.94
DHK+UFmer-B2026.04	92.86	91.75	93.05	92.37
DHK+UFmer-B2026.04	92.86	91.75	93.05	92.37
DHK+ResNet182026.04	92.57	90.67	91.95	91.27
DHK+PerViT-B2026.04	92.43	90.42	92.84	91.5
DHK+CoNeXt-B2026.04	92.14	90.71	91.8	91.23
DHK+CoNeXt-B2026.04	92.14	90.71	91.8	91.23
DHK+Swin-B2026.04	91.86	89.87	92.23	90.94
DHK+Swin-B2026.04	91.86	89.87	92.23	90.94
DHK+ViT-B2026.04	91.43	89.26	91.51	90.18
DHK+DeNet1692026.04	90.14	87.92	90.22	88.94
DHK+VGG112026.04	89.71	86.84	89.72	88.04
HKG-ResNet342026.04	89.71	90.54	78.02	76.74
HKG-Swin-B2026.04	89.57	92.35	77.88	76.66
UniFormer-B2026.04	88.86	86.23	88.97	87.42
DHK+ShNet-1.52026.04	88.71	86.3	88.77	87.38
PerViT-B2026.04	88.71	85.86	89.36	87.21
ResNet342026.04	88.57	91.47	76.22	74
ConvNeXt-B2026.04	88.57	85.99	89	87.09
DHK+MbNetv22026.04	88.57	85.44	88.17	86.54
UniFormer-S2026.04	88.57	86.01	89.56	87.45
Swin-B2026.04	88.43	91.39	75.9	73.41
PerViT-T2026.04	88.43	85.42	88.36	86.64
ConvNeXt-S2026.04	88.29	85.6	88.17	86.54
ConvNeXt-T2026.04	88.14	85.42	88.75	86.73
ViT-B2026.04	87.86	90.81	75.17	72.39
Swin-S2026.04	87.86	90.81	75.17	72.39
Swin-T2026.04	87.71	90.63	75.03	72.24
LSTM-RDRN2026.04	87.71	85.42	78.5	76.72
ResNet182026.04	87.57	90.25	77.16	77.95
ViT-S2026.04	87.43	90.08	77.02	77.79
DenseNet1692026.04	87	64.39	73.04	68.28
ViT-T2026.04	86.86	89.32	76.81	77.77
ResNet-APReLU2026.04	86.86	84.04	77.89	75.56
MIPLCNet2026.04	86.57	83.38	77.71	75
LiftingNet2026.04	85.29	82.75	75.89	73.95
DenseNet1612026.04	85	89.49	71.96	71.14
DenseNet1212026.04	84.86	87.36	72.01	67.21
ShuNet-1.52026.04	84.86	63.12	71.55	67.07
ResNet502026.04	84.43	86.97	71.7	66.83
VGG112026.04	84.29	62.31	70.1	65.95
MoNetv22026.04	84	62.15	69.98	65.82
BCNN2026.04	81.71	78.63	72.25	70.03
VGG132026.04	80.71	58.96	66.85	62.6
VGG162026.04	79.86	57.77	66.53	61.25
MoNetv3L2026.04	77.43	59.02	61.39	58.1
MoNetv3S2026.04	76.71	55.36	63.38	58.82
ShuNet-1.02026.04	74.86	63.13	57.98	55.51
ShuNet-0.52026.04	74.14	58.67	57.2	53.04
ShuNet-2.02026.04	73.29	64.63	58.35	55.91