Dimensionality Reduction on CIFAR10 benchmark leaderboard · SOTA2 Research

Dimensionality Reduction on CIFAR10

0.9996Trustworthiness ScorePCA

Evaluation Results

Method	Links
PCA2020.09		0.9996	0.7473
PCA2020.09		0.9996	0.7473
AE2020.09		0.9992	0.6449
AE2020.09		0.9992	0.6449
P. t-SNE2020.09		0.9971	0.5846
Parametric t-SNE2020.09		0.9971	0.5846
VAE2020.09		0.9913	0.4022
VAE2020.09		0.9913	0.4022
fIt-SNE2022.03		0.932	—
t-SNE2022.03		0.927	—
t-SNE2020.09		0.9216	0.232
t-SNE2020.09		0.9216	0.232
UMAP2020.09		0.9209	0.2281
UMAP2020.09		0.9209	0.2281
UMAP/AE2020.09		0.9199	0.224
UMAP/AE2020.09		0.9199	0.224
Parametric UMAP2020.09		0.914	0.2197
Parametric UMAP2020.09		0.914	0.2197
h-NNE2022.03		0.907	—
IVIS2020.09		0.9029	0.2438
IVIS2020.09		0.9029	0.2438
PHATE2020.09		0.8885	0.163
PHATE2020.09		0.8885	0.163
AE2020.09		0.8564	0.1374
AE2020.09		0.8564	0.1374
VAE2020.09		0.851	0.1559
VAE2020.09		0.851	0.1559
UMAP2020.09		0.831	0.1664
UMAP2020.09		0.831	0.1664
UMAP2022.03		0.829	—
UMAP/AE2020.09		0.8273	0.1666
UMAP/AE2020.09		0.8273	0.1666
PCA2020.09		0.8202	0.1718
PCA2020.09		0.8202	0.1718
Parametric UMAP2020.09		0.8187	0.1631
Parametric UMAP2020.09		0.8187	0.1631
PaCMAP2022.03		0.818	—
SCVIS2020.09		0.8164	0.1619
SCVIS2020.09		0.8164	0.1619
PHATE2020.09		0.8137	0.145
PHATE2020.09		0.8137	0.145
P. t-SNE2020.09		0.7773	0.1363
Parametric t-SNE2020.09		0.7773	0.1363
IVIS2020.09		0.7221	0.1003
IVIS2020.09		0.7221	0.1003
SCVIS2020.09		—	0.0002
SCVIS2020.09		—	0.0002