SOTA Fault Diagnosis benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
Tennessee Eastman process (TEP) dataset (test)	LGF-MLTG	FDR100	126	3mo ago
RMIS Fault Diagnosis Suite (IICA, IIEE, WTPG, MaFaulDa, SDUST, UMGED, PU)	FISHER	Overall Mean Score63.31	28	4mo ago
DIRG (Total)	AeroGPT	Accuracy0.9894	18	4mo ago
DIRG (Defective)	AeroGPT	Accuracy98.42	18	4mo ago
DIRG (Non-Defective)	AeroGPT	Accuracy99.46	18	4mo ago
HIT Bearing Dataset (test)	AeroGPT	Accuracy100	18	4mo ago
PU	DaSheng	Vibration Score72.63	14	4mo ago
UMGED	DaSheng	Vib Score6.59	14	4mo ago
SDUST	FISHER	Sound Component Score14.85	14	4mo ago
MaFaulDa	FISHER	Sound Score0.7092	14	4mo ago
WTPG	CED	Area under Multi-Split Curve86.04	14	4mo ago
IICA	FISHER	Area under Multi-Split Curve84.59	14	4mo ago
20-class fault diagnosis dataset (test)	Paired-mirror residuals + ResNet	Accuracy96.7	12	2mo ago
CWRU dataset	LISTA-Transformer	Accuracy98.5	11	4mo ago
JNU bearing dataset	Cascaded Multi-Granularity Pruning	Accuracy76.76	9	29d ago
XJTUSuprgear Normal Data	PolaDCA-GNN	Average Accuracy99.53	9	4mo ago
XJTUSuprgear -8 dB Gaussian Noise	DCA-GNN	Accuracy80.06	9	4mo ago
XJTUSuprgear -6 dB Gaussian Noise	DCA-GNN	Accuracy81.5	9	4mo ago
XJTUSuprgear -4 dB Gaussian Noise	PolaDCA-GNN	Accuracy85.33	9	4mo ago
XJTUSuprgear -2 dB Gaussian Noise	PolaDCA-GNN	Accuracy87.69	9	4mo ago
XJTUSuprgear 0 dB Gaussian Noise	PolaDCA-GNN	Accuracy (%)89.33	9	4mo ago
PU Dataset (P8)	PGU-OD	H-score98.75	7	18d ago
PU Dataset (P7)	PGU-OD	H-score87.35	7	18d ago
PU Dataset (P6)	PGU-OD	H-score98.83	7	18d ago
PU Dataset (P5)	PGU-OD	H-score96.89	7	18d ago

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