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.
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 |
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 |