Dimensionality Reduction on FMNIST (Trustworthiness & AUC RNX) benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on FMNIST (Trustworthiness & AUC RNX)

76.48AUC R_NX ScorePCA

Evaluation Results

Method	Links
PCA2020.09		76.48	99.95
PCA2020.09		76.48	99.95
AE2020.09		67.37	99.91
AE2020.09		67.37	99.91
P. t-SNE2020.09		66.87	99.91
Parametric t-SNE2020.09		66.87	99.91
VAE2020.09		49.22	99.6
VAE2020.09		49.22	99.6
t-SNE2020.09		40.55	99.06
t-SNE2020.09		40.55	99.06
UMAP/AE2020.09		39	99.13
UMAP/AE2020.09		39	99.13
UMAP2020.09		38.07	98.97
UMAP2020.09		38.07	98.97
IVIS2020.09		37.17	96.51
IVIS2020.09		37.17	96.51
Parametric UMAP2020.09		36.62	98.94
Parametric UMAP2020.09		36.62	98.94
PHATE2020.09		34.4	98.87
PHATE2020.09		34.4	98.87
UMAP/AE2020.09		32.18	98.42
UMAP/AE2020.09		32.18	98.42
P. t-SNE2020.09		31.28	98.27
Parametric t-SNE2020.09		31.28	98.27
UMAP2020.09		31.06	97.77
UMAP2020.09		31.06	97.77
SCVIS2020.09		29.67	96.26
SCVIS2020.09		29.67	96.26
Parametric UMAP2020.09		29.49	97.33
Parametric UMAP2020.09		29.49	97.33
VAE2020.09		28.83	97.51
VAE2020.09		28.83	97.51
PHATE2020.09		26.68	94.94
PHATE2020.09		26.68	94.94
AE2020.09		25.63	98.03
AE2020.09		25.63	98.03
PCA2020.09		24.29	91.26
PCA2020.09		24.29	91.26
IVIS2020.09		21.56	88.56
IVIS2020.09		21.56	88.56
SCVIS2020.09		-0.04	—
SCVIS2020.09		-0.04	—