from ._base_metric import _BaseMetric from trackeval import _timing class Count(_BaseMetric): """ Class which simply counts the number of tracker and gt detections and ids. :param Dict config: configuration for the app :: identity = trackeval.metrics.Count(config) """ def __init__(self, config=None): super().__init__() self.integer_fields = ['Dets', 'GT_Dets', 'IDs', 'GT_IDs'] self.fields = self.integer_fields self.summary_fields = self.fields @_timing.time def eval_sequence(self, data): """ Returns counts for one sequence :param Dict data: dictionary containing the data for the sequence :return: dictionary containing the calculated count metrics :rtype: Dict[str, Dict[str]] """ # Get results res = {'Dets': data['num_tracker_dets'], 'GT_Dets': data['num_gt_dets'], 'IDs': data['num_tracker_ids'], 'GT_IDs': data['num_gt_ids'], 'Frames': data['num_timesteps']} return res def combine_sequences(self, all_res): """ Combines metrics across all sequences :param Dict[str, float] all_res: dictionary containing the metrics for each sequence :return: dictionary containing the combined metrics across sequences :rtype: Dict[str, float] """ res = {} for field in self.integer_fields: res[field] = self._combine_sum(all_res, field) return res def combine_classes_class_averaged(self, all_res, ignore_empty_classes=None): """ Combines metrics across all classes by averaging over the class values :param Dict[str, float] all_res: dictionary containing the ID metrics for each class :param bool ignore_empty_classes: Flag to ignore empty classes, defaults to False :return: dictionary containing the combined metrics averaged over classes :rtype: Dict[str, float] """ res = {} for field in self.integer_fields: res[field] = self._combine_sum(all_res, field) return res def combine_classes_det_averaged(self, all_res): """ Combines metrics across all classes by averaging over the detection values :param Dict[str, float] all_res: dictionary containing the metrics for each class :return: dictionary containing the combined metrics averaged over detections :rtype: Dict[str, float] """ res = {} for field in self.integer_fields: res[field] = self._combine_sum(all_res, field) return res