From 481c37d9c10b4c337d8eb92fdfb49d609e998122 Mon Sep 17 00:00:00 2001 From: "Daniel.Frisinghelli" <daniel.frisinghelli@eurac.edu> Date: Fri, 12 Feb 2021 11:02:56 +0100 Subject: [PATCH] Added errors of commission and omission. --- pysegcnn/core/graphics.py | 11 ++++++++--- 1 file changed, 8 insertions(+), 3 deletions(-) diff --git a/pysegcnn/core/graphics.py b/pysegcnn/core/graphics.py index 675de17..586164e 100644 --- a/pysegcnn/core/graphics.py +++ b/pysegcnn/core/graphics.py @@ -704,13 +704,18 @@ def plot_classification_report(report, labels, figsize=(10, 10), **kwargs): overall_accuracy = report['accuracy'] # convert classification report to pandas DataFrame - report_df = pd.DataFrame(report) + report_df = pd.DataFrame(report).transpose() + + # add errors of commission and omission + report_df.insert(loc=3, column='commission', value=1 - report_df.precision) + report_df.insert(loc=4, column='omission', value=1 - report_df.recall) # create a DataFrame only consisting of the class-wise statistics - class_statistics = report_df[labels].transpose() + class_statistics = report_df.transpose()[labels].transpose() # create a DataFrame only consisting of the average metrics - avg_metrics = report_df.drop(columns=labels + ['accuracy']).transpose() + avg_metrics = report_df.transpose().drop( + columns=labels + ['accuracy']).transpose() avg_metrics.support = 1 # convert support values to relative values -- GitLab