master-thesis-datasets

Encoding

These are the UMAP projections plot for encodings used in S1M0N38/master-thesis.

If you like to explore the plot in a more interactive way, you can clone this repository and run the script

python projectors/explore.py --dataset CIFAR100

This will spawn a web interface at http://localhost:8050/ where you can select the encoding and color them at different levels of the hierarchy by moving a slider.

CIFAR100

The following projections were created by projectors/CIFAR100.sh

Encoding          
Bertinetto et al. (α = 5.0) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4
Perotti et al. (β = 0.4) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4
Barz & Denzler lvl 0 lvl 1 lvl 2 lvl 3 lvl 4
Description (D = 100) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4

iNaturalist19

The following projections were created by projectors/iNaturalist19.sh

Encoding              
Bertinetto et al. (α = 15.0) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4 lvl 5 lvl 6
Perotti et al. (β = 0.5) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4 lvl 5 lvl 6
Barz & Denzler lvl 0 lvl 1 lvl 2 lvl 3 lvl 4 lvl 5 lvl 6
Description (D = 300) lvl 0 lvl 1 lvl 2 lvl 3 lvl 4 lvl 5 lvl 6

tieredImagenet