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ultralytics-ascend/docs/en/reference/utils/metrics.md
Muhammad Rizwan Munawar 7f1a50e893
PyCharm Code and Docs Inspect fixes v1 (#18461) 
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Ultralytics Assistant <135830346+UltralyticsAssistant@users.noreply.github.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2025-01-02 21:16:18 +01:00

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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