benchmark_metrics.md

Driving Benchmark Performance Metrics

This page explains the performance metrics module. This module is used to compute a summary of results based on the actions performed by the agent during the benchmark.

Provided performance metrics

The driving benchmark performance metrics module provides the following performance metrics:

• Percentage of Success: The percentage of episodes (poses from tasks), that the agent successfully completed.

• Average Completion: The average distance towards the goal that the agent was able to travel.

• Off Road Intersection: The number of times the agent goes out of the road. The intersection is only counted if the area of the vehicle outside of the road is bigger than a threshold.

• Other Lane Intersection: The number of times the agent goes to the other lane. The intersection is only counted if the area of the vehicle on the other lane is bigger than a threshold.

• Vehicle Collisions: The number of collisions with vehicles that had an impact bigger than a threshold.

• Pedestrian Collisions: The number of collisions with pedestrians that had an impact bigger than a threshold.

• General Collisions: The number of collisions with all other objects with an impact bigger than a threshold.

Executing and Setting Parameters

The metrics are computed as the final step of the benchmark and stores a summary of the results a json file. Internally it is executed as follows:

metrics_object = Metrics(metrics_parameters)
summary_dictionary = metrics_object.compute(path_to_execution_log)

The Metric's compute function receives the full path to the execution log. The Metric class should be instanced with some parameters. The parameters are:

• Threshold: The threshold used by the metrics.
• Frames Recount: After making the infraction, set the number of frames that the agent needs to keep doing the infraction for it to be counted as another infraction.
• Frames Skip: It is related to the number of frames that are skipped after a collision or a intersection starts.

These parameters are defined as property of the Experiment Suite base class and can be redefined at your custom Experiment Suite.

The default parameters are:

@property
    def metrics_parameters(self):
    """
    Property to return the parameters for the metrics module
    Could be redefined depending on the needs of the user.
    """
    return {

        'intersection_offroad': {'frames_skip': 10,
                                 'frames_recount': 20,
                                 'threshold': 0.3
                                 },
        'intersection_otherlane': {'frames_skip': 10,
                                   'frames_recount': 20,
                                   'threshold': 0.4
                                   },
        'collision_other': {'frames_skip': 10,
                            'frames_recount': 20,
                            'threshold': 400
                            },
        'collision_vehicles': {'frames_skip': 10,
                               'frames_recount': 30,
                               'threshold': 400
                               },
        'collision_pedestrians': {'frames_skip': 5,
                                  'frames_recount': 100,
                                  'threshold': 300
                                  },

          }