from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(run_paths=[
'./../../results/00295-stylegan2-car_labels_oversample-baseline_oversample_v5_256'
],
descriptions=['New Baseline Model'],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='FID of the New Baseline Model',
filename='rotation_baseline.png',
y_min=3,
y_max=10,
yticks=1,
x_min=0,
x_max=8,
show_lowest_value=False)
from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(
run_paths=[
'./../../results/00001-baseline_v5',
'./../../results/00083-conditional_randomize_label',
'./../../results/00327-conditional_label_dropout_25_v5',
],
descriptions=['Baseline', 'Soft Label Randomization', 'Label Dropout'],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='Baseline with and without Labels',
filename='label_sampling_fid_graph.png',
y_min=3,
y_max=20,
yticks=2,
x_min=0,
x_max=6)
from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(run_paths=[
'./../results/00184-stylegan2-car_images_512-2gpu-baseline_without_labels'
],
descriptions=['Baseline without Labels'],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='Baseline with Labels',
filename='baseline_without_labels.png',
y_min=0,
y_max=20,
yticks=2,
x_min=0,
x_max=10)
from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(
run_ids=[
121,
117
],
descriptions=[
'Baseline with Labels',
'Discriminator with Label Information'
],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='Separate Label Mapping',
filename='disc_mod_fid.png',
y_min=2,
y_max=7,
x_min=0,
x_max=10)
from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(run_ids=[121, 70, 102],
descriptions=[
'Baseline with Labels', 'Separate Label Mapping (Add)',
'Separate Label Mapping (Concat)'
],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='Separate Label Mapping',
filename='separate_label_mapping.png',
y_min=2,
y_max=7,
x_min=0,
x_max=10)
from graphs.fid_graph import plot_multiple_runs
plot_multiple_runs(
run_paths=[
'./../../results/00001-baseline_v5',
'./../../results/00410-disc_weight_mod_v5'
],
descriptions=[
'Baseline',
'Discriminator with Label Information'
],
xlabel='Million Images seen by the Discriminator',
ylabel='Fréchet Inception Distance',
title='Separate Label Mapping',
filename='disc_mod_fid.png',
y_min=4,
y_max=10,
x_min=0,
x_max=5.5)