monte_carlo_analysis.metrics package¶

Submodules¶

monte_carlo_analysis.metrics.AUCPRClassWiseMetric module¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-12-09

Project : monte_carlo_analysis

Implement class AUCPRClassWiseMetric

class monte_carlo_analysis.metrics.AUCPRClassWiseMetric.AUCPRClassWiseMetric[source]¶

Bases: monte_carlo_analysis.metrics.Metric.Metric

Implement AUCPRClassWiseMetric. This is a class-wise version of the monte_carlo_analysis.metrics.AUCPRMetric. In this scenario, the only misclassified voxels considered are those where the predicted class or the ground truth class is the class under study, all other voxels are considered correctly classified.

monte_carlo_analysis.metrics.AUCPRMetric module¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-10-21

Project : monte_carlo_analysis

Implement class AUCPRMetric

class monte_carlo_analysis.metrics.AUCPRMetric.AUCPRMetric[source]¶

Bases: monte_carlo_analysis.metrics.Metric.Metric

Implement AUCPRMetric

monte_carlo_analysis.metrics.AUCROCMetric module¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-10-21

Project : monte_carlo_analysis

Implement class AUCROCMetric

class monte_carlo_analysis.metrics.AUCROCMetric.AUCROCMetric[source]¶

Bases: monte_carlo_analysis.metrics.Metric.Metric

Implement AUCROCMetric. Th

monte_carlo_analysis.metrics.BRATSMetric module¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-10-27

Project : monte_carlo_analysis

Implement class BRATSMetric

class monte_carlo_analysis.metrics.BRATSMetric.BRATSMetric(threshold=100, epsilon=1e-09)[source]¶

Bases: monte_carlo_analysis.metrics.Metric.Metric

Implement BRATSMetric, This metric only work in binary context

monte_carlo_analysis.metrics.Metric module¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-09-29

Project : monte_carlo_analysis

Implement abstract class Metric

class monte_carlo_analysis.metrics.Metric.Metric[source]¶

Bases: object

Abstract class that implement the metric

Parameters

name – Name of the metric

Module contents¶

Author : Robin Camarasa

Institution : Erasmus Medical Center

Position : PhD student

Contact : r.camarasa@erasmusmc.nl

Date : 2020-09-29

Project : monte_carlo_analysis

Module that contains the metrics