ultralytics/docs/en/reference/utils/metrics.md

description	keywords
Explore detailed metrics and utility functions for model validation and performance analysis with Ultralytics' metrics module.	Ultralytics, metrics, model validation, performance analysis, IoU, confusion matrix

Reference for ultralytics/utils/metrics.py

!!! Note

This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/metrics.py) 🛠️. Thank you 🙏!

::: ultralytics.utils.metrics.ConfusionMatrix

::: ultralytics.utils.metrics.Metric

::: ultralytics.utils.metrics.DetMetrics

::: ultralytics.utils.metrics.SegmentMetrics

::: ultralytics.utils.metrics.PoseMetrics

::: ultralytics.utils.metrics.ClassifyMetrics

::: ultralytics.utils.metrics.OBBMetrics

::: ultralytics.utils.metrics.bbox_ioa

::: ultralytics.utils.metrics.box_iou

::: ultralytics.utils.metrics.bbox_iou

::: ultralytics.utils.metrics.mask_iou

::: ultralytics.utils.metrics.kpt_iou

::: ultralytics.utils.metrics._get_covariance_matrix

::: ultralytics.utils.metrics.probiou

::: ultralytics.utils.metrics.batch_probiou

::: ultralytics.utils.metrics.smooth_BCE

::: ultralytics.utils.metrics.smooth

::: ultralytics.utils.metrics.plot_pr_curve

::: ultralytics.utils.metrics.plot_mc_curve

::: ultralytics.utils.metrics.compute_ap

::: ultralytics.utils.metrics.ap_per_class