SOTA Fault Diagnosis benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
RMIS Fault Diagnosis Suite (IICA, IIEE, WTPG, MaFaulDa, SDUST, UMGED, PU)	FISHER	Overall Mean Score63.31	28	1mo ago
DIRG (Total)	AeroGPT	Accuracy0.9894	18	1mo ago
DIRG (Defective)	AeroGPT	Accuracy98.42	18	1mo ago
DIRG (Non-Defective)	AeroGPT	Accuracy99.46	18	1mo ago
HIT Bearing Dataset (test)	AeroGPT	Accuracy100	18	1mo ago
PU	DaSheng	Vibration Score72.63	14	1mo ago
UMGED	DaSheng	Vib Score6.59	14	1mo ago
SDUST	FISHER	Sound Component Score14.85	14	1mo ago
MaFaulDa	FISHER	Sound Score0.7092	14	1mo ago
WTPG	CED	Area under Multi-Split Curve86.04	14	1mo ago
IICA	FISHER	Area under Multi-Split Curve84.59	14	1mo ago
CWRU dataset	LISTA-Transformer	Accuracy98.5	11	1mo ago
XJTUSuprgear Normal Data	PolaDCA-GNN	Average Accuracy99.53	9	1mo ago
XJTUSuprgear -8 dB Gaussian Noise	DCA-GNN	Accuracy80.06	9	1mo ago
XJTUSuprgear -6 dB Gaussian Noise	DCA-GNN	Accuracy81.5	9	1mo ago
XJTUSuprgear -4 dB Gaussian Noise	PolaDCA-GNN	Accuracy85.33	9	1mo ago
XJTUSuprgear -2 dB Gaussian Noise	PolaDCA-GNN	Accuracy87.69	9	1mo ago
XJTUSuprgear 0 dB Gaussian Noise	PolaDCA-GNN	Accuracy (%)89.33	9	1mo ago
Multiphase Flow Process		Case 1 Accuracy100	7	1mo ago
Motor Fault Diagnosis Dataset (test)	DANN	Accuracy80.22	5	1mo ago
Motor Fault Diagnosis Dataset (val)		Accuracy96.78	5	1mo ago
Motor Fault Diagnosis Dataset (train)		Accuracy99.94	5	1mo ago
Fault Diagnosis	TS-TCC	Transition A->B Accuracy0.4315	2	1mo ago
Fault Diagnosis (test)	MLP	F0.5 Score93.7	1	1mo ago
Real-robot (test)	digital failure twin (LSTM)	Accuracy61.56	1	1mo ago

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