Dimensionality Reduction on MNIST (Trustworthiness & AUC R_NX) benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on MNIST (Trustworthiness & AUC R_NX)

68.67AUC R_NX ScoreAE

Evaluation Results

Method	Links
AE2020.09		68.67	0.9997
AE2020.09		68.67	0.9997
P. t-SNE2020.09		65.46	0.9997
Parametric t-SNE2020.09		65.46	0.9997
PCA2020.09		65.01	0.9999
PCA2020.09		65.01	0.9999
VAE2020.09		62.3	0.9994
VAE2020.09		62.3	0.9994
IVIS2020.09		48.06	0.9961
IVIS2020.09		48.06	0.9961
t-SNE2020.09		35.55	0.9874
t-SNE2020.09		35.55	0.9874
UMAP/AE2020.09		34.85	0.9905
UMAP/AE2020.09		34.85	0.9905
UMAP2020.09		33.34	0.9895
UMAP2020.09		33.34	0.9895
Parametric UMAP2020.09		31.94	0.988
Parametric UMAP2020.09		31.94	0.988
PHATE2020.09		30.05	0.9856
PHATE2020.09		30.05	0.9856
UMAP/AE2020.09		24.41	0.9675
UMAP/AE2020.09		24.41	0.9675
UMAP2020.09		24.22	0.9601
UMAP2020.09		24.22	0.9601
P. t-SNE2020.09		23.71	0.9655
Parametric t-SNE2020.09		23.71	0.9655
Parametric UMAP2020.09		23.33	0.9573
Parametric UMAP2020.09		23.33	0.9573
SCVIS2020.09		22.44	0.9201
SCVIS2020.09		22.44	0.9201
VAE2020.09		20.41	0.9513
VAE2020.09		20.41	0.9513
IVIS2020.09		17.98	0.8748
IVIS2020.09		17.98	0.8748
PHATE2020.09		17.92	0.873
PHATE2020.09		17.92	0.873
AE2020.09		17.41	0.9663
AE2020.09		17.41	0.9663
PCA2020.09		11.61	0.7434
PCA2020.09		11.61	0.7434
SCVIS2020.09		0.1	—
SCVIS2020.09		0.1	—