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ResearchFormerly WizWand

Dimensionality Reduction on CIFAR10

0.9996Trustworthiness ScorePCA
0.7110.7859250.860850.935775Sep 27, 2020Dec 26, 2020Mar 27, 2021Jun 25, 2021Sep 24, 2021Dec 23, 2021Mar 24, 2022
Updated 8mo ago

Evaluation results

MethodLinks
PCAOutput Dimension=642020.090.99960.7473
PCAOutput Dimension=642020.090.99960.7473
AEOutput Dimension=642020.090.99920.6449
AEOutput Dimension=642020.090.99920.6449
P. t-SNEOutput Dimension=642020.090.99710.5846
Parametric t-SNEOutput Dimension=642020.090.99710.5846
VAEOutput Dimension=642020.090.99130.4022
VAEOutput Dimension=642020.090.99130.4022
fIt-SNE2022.030.932—
t-SNE2022.030.927—
t-SNEOutput Dimension=22020.090.92160.232
t-SNEOutput Dimension=22020.090.92160.232
UMAPOutput Dimension=642020.090.92090.2281
UMAPOutput Dimension=642020.090.92090.2281
UMAP/AEOutput Dimension=642020.090.91990.224
UMAP/AEOutput Dimension=642020.090.91990.224
Parametric UMAPOutput Dimension=642020.090.9140.2197
Parametric UMAPOutput Dimension=642020.090.9140.2197
h-NNE2022.030.907—
IVISOutput Dimension=642020.090.90290.2438
IVISOutput Dimension=642020.090.90290.2438
PHATEOutput Dimension=642020.090.88850.163
PHATEOutput Dimension=642020.090.88850.163
AEOutput Dimension=22020.090.85640.1374
AEOutput Dimension=22020.090.85640.1374
VAEOutput Dimension=22020.090.8510.1559
VAEOutput Dimension=22020.090.8510.1559
UMAPOutput Dimension=22020.090.8310.1664
UMAPOutput Dimension=22020.090.8310.1664
UMAP2022.030.829—
UMAP/AEOutput Dimension=22020.090.82730.1666
UMAP/AEOutput Dimension=22020.090.82730.1666
PCAOutput Dimension=22020.090.82020.1718
PCAOutput Dimension=22020.090.82020.1718
Parametric UMAPOutput Dimension=22020.090.81870.1631
Parametric UMAPOutput Dimension=22020.090.81870.1631
PaCMAP2022.030.818—
SCVISOutput Dimension=22020.090.81640.1619
SCVISOutput Dimension=22020.090.81640.1619
PHATEOutput Dimension=22020.090.81370.145
PHATEOutput Dimension=22020.090.81370.145
P. t-SNEOutput Dimension=22020.090.77730.1363
Parametric t-SNEOutput Dimension=22020.090.77730.1363
IVISOutput Dimension=22020.090.72210.1003
IVISOutput Dimension=22020.090.72210.1003
SCVISOutput Dimension=642020.09—0.0002
SCVISOutput Dimension=642020.09—0.0002