yolov8/docs/reference/yolo/utils/metrics.md

metadata

description: >-
  Explore Ultralytics YOLO's FocalLoss, DetMetrics, PoseMetrics,
  ClassifyMetrics, and more with Ultralytics Metrics documentation.
keywords: >-
  YOLOv5, metrics, losses, confusion matrix, detection metrics, pose metrics,
  classification metrics, intersection over area, intersection over union,
  keypoint intersection over union, average precision, per class average
  precision, Ultralytics Docs

ConfusionMatrix

---

::: ultralytics.yolo.utils.metrics.ConfusionMatrix

Metric

---

::: ultralytics.yolo.utils.metrics.Metric

DetMetrics

---

::: ultralytics.yolo.utils.metrics.DetMetrics

SegmentMetrics

---

::: ultralytics.yolo.utils.metrics.SegmentMetrics

PoseMetrics

---

::: ultralytics.yolo.utils.metrics.PoseMetrics

ClassifyMetrics

---

::: ultralytics.yolo.utils.metrics.ClassifyMetrics

box_area

---

::: ultralytics.yolo.utils.metrics.box_area

bbox_ioa

---

::: ultralytics.yolo.utils.metrics.bbox_ioa

box_iou

---

::: ultralytics.yolo.utils.metrics.box_iou

bbox_iou

---

::: ultralytics.yolo.utils.metrics.bbox_iou

mask_iou

---

::: ultralytics.yolo.utils.metrics.mask_iou

kpt_iou

---

::: ultralytics.yolo.utils.metrics.kpt_iou

smooth_BCE

---

::: ultralytics.yolo.utils.metrics.smooth_BCE

smooth

---

::: ultralytics.yolo.utils.metrics.smooth

plot_pr_curve

---

::: ultralytics.yolo.utils.metrics.plot_pr_curve

plot_mc_curve

---

::: ultralytics.yolo.utils.metrics.plot_mc_curve

compute_ap

---

::: ultralytics.yolo.utils.metrics.compute_ap

ap_per_class

---

::: ultralytics.yolo.utils.metrics.ap_per_class