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

96 lines
1.9 KiB
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---
description: Explore detailed metrics and utility functions for model validation and performance analysis with Ultralytics' metrics module.
keywords: 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! 🙏
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## ::: ultralytics.utils.metrics.ConfusionMatrix
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## ::: ultralytics.utils.metrics.Metric
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## ::: ultralytics.utils.metrics.DetMetrics
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## ::: ultralytics.utils.metrics.SegmentMetrics
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## ::: ultralytics.utils.metrics.PoseMetrics
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## ::: ultralytics.utils.metrics.ClassifyMetrics
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## ::: ultralytics.utils.metrics.OBBMetrics
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## ::: ultralytics.utils.metrics.bbox_ioa
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## ::: ultralytics.utils.metrics.box_iou
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## ::: ultralytics.utils.metrics.bbox_iou
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## ::: ultralytics.utils.metrics.mask_iou
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## ::: ultralytics.utils.metrics.kpt_iou
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## ::: ultralytics.utils.metrics._get_covariance_matrix
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## ::: ultralytics.utils.metrics.probiou
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## ::: ultralytics.utils.metrics.batch_probiou
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## ::: ultralytics.utils.metrics.smooth_bce
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## ::: ultralytics.utils.metrics.smooth
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## ::: ultralytics.utils.metrics.plot_pr_curve
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## ::: ultralytics.utils.metrics.plot_mc_curve
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## ::: ultralytics.utils.metrics.compute_ap
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## ::: ultralytics.utils.metrics.ap_per_class
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