ultralytics/docs/en/reference/utils/metrics.md
Glenn Jocher 3637f509dd
ultralytics 8.3.231 New Zensical docs refresh (#22761)
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
2025-11-23 19:53:50 +01:00

1.9 KiB

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

!!! success "Improvements"

This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — 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