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improved froc visualisation

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This commit is contained in:
Stefan 2022-04-22 10:22:48 +02:00
parent 1042bf3145
commit 5d4eaf6e28
1 changed files with 16 additions and 10 deletions
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26
scripts/5.Visualize_frocs.py
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@ -28,21 +28,27 @@ print(experiments)
experiment_path = [] experiment_path = []
experiment_metrics = {} experiment_metrics = {}
auroc = [] auroc = []
fig = plt.figure(1)
ax = fig.add_subplot(111)
for idx in range(len(args.experiment)):
experiment_path = f'./../train_output/{experiments[idx]}/froc_metrics_focal_10.yml'
experiment_metrics = read_yaml_to_dict(experiment_path)
plt.plot(experiment_metrics["FP_per_case"], experiment_metrics["sensitivity"],color=colors[idx],linestyle=plot_type[idx])
ax.set(xscale="log")
ax.axes.xaxis.set_minor_locator(tkr.LogLocator(base=10, subs='all'))
ax.axes.xaxis.set_minor_formatter(tkr.NullFormatter())
ax.axes.xaxis.set_major_formatter(tkr.ScalarFormatter())
ax.axes.grid(True, which="both", ls="--", c='#d3d3d3')
ax.axes.set_xlim(left=0, right=3)
ax.axes.xaxis.set_major_locator(tkr.FixedLocator([0,0.1,1,3]))
for idx in range(len(args.experiment)): for idx in range(len(args.experiment)):
experiment_path = f'./../train_output/{experiments[idx]}/froc_metrics_focal_10.yml' experiment_path = f'./../train_output/{experiments[idx]}/froc_metrics_focal_10.yml'
experiment_metrics = read_yaml_to_dict(experiment_path) experiment_metrics = read_yaml_to_dict(experiment_path)
auroc.append(round(experiment_metrics['auroc'],3)) auroc.append(round(experiment_metrics['auroc'],3))
fig1, ax1 = plt.subplots(1,1)
ax1.plot(experiment_metrics["FP_per_case"], experiment_metrics["sensitivity"],color=colors[idx],linestyle=plot_type[idx])
ax1.set(xscale="log")
ax1.xaxis.set_minor_locator(tkr.LogLocator(base=10, subs='all'))
ax1.xaxis.set_minor_formatter(tkr.NullFormatter())
ax1.xaxis.set_major_formatter(tkr.ScalarFormatter())
ax1.grid(True, which="both", ls="--", c='#d3d3d3')
ax1.set_xlim(left=0, right=3)
ax1.xaxis.set_major_locator(tkr.FixedLocator([0,0.1,1,3]))
plt.figure(2) plt.figure(2)
plt.plot(experiment_metrics["fpr"], experiment_metrics["tpr"],color=colors[idx],linestyle=plot_type[idx]) plt.plot(experiment_metrics["fpr"], experiment_metrics["tpr"],color=colors[idx],linestyle=plot_type[idx])