Dimensionality Reduction on Retina (Trustworthiness score and AUC R_NX score) benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on Retina (Trustworthiness score and AUC R_NX score)

1.0001AUC R_NX ScorePCA

Evaluation Results

Method	Links
PCA2020.09		1.0001	1
PCA2020.09		1.0001	1
P. t-SNE2020.09		0.535	0.9918
Parametric t-SNE2020.09		0.535	0.9918
AE2020.09		0.4565	0.9921
AE2020.09		0.4565	0.9921
t-SNE2020.09		0.3636	0.9702
t-SNE2020.09		0.3636	0.9702
UMAP2020.09		0.3552	0.9708
UMAP2020.09		0.3552	0.9708
Parametric UMAP2020.09		0.3273	0.9628
Parametric UMAP2020.09		0.3273	0.9628
PHATE2020.09		0.313	0.962
PHATE2020.09		0.313	0.962
UMAP2020.09		0.3026	0.9494
UMAP2020.09		0.3026	0.9494
UMAP/AE2020.09		0.2987	0.9542
UMAP/AE2020.09		0.2987	0.9542
P. t-SNE2020.09		0.2985	0.9463
Parametric t-SNE2020.09		0.2985	0.9463
Parametric UMAP2020.09		0.2925	0.9435
Parametric UMAP2020.09		0.2925	0.9435
VAE2020.09		0.2775	0.9342
VAE2020.09		0.2775	0.9342
UMAP/AE2020.09		0.259	0.9173
UMAP/AE2020.09		0.259	0.9173
IVIS2020.09		0.2428	0.9126
IVIS2020.09		0.2428	0.9126
PHATE2020.09		0.2381	0.8871
PHATE2020.09		0.2381	0.8871
AE2020.09		0.2028	0.8063
AE2020.09		0.2028	0.8063
IVIS2020.09		0.1978	0.8141
IVIS2020.09		0.1978	0.8141
SCVIS2020.09		0.1745	0.7592
SCVIS2020.09		0.1745	0.7592
VAE2020.09		0.1704	0.7533
VAE2020.09		0.1704	0.7533
PCA2020.09		0.1604	0.7445
PCA2020.09		0.1604	0.7445
SCVIS2020.09		-0.0002	—
SCVIS2020.09		-0.0002	—