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

metadata

description: >-
  Explore detailed descriptions and implementations of various loss functions
  used in Ultralytics models, including Varifocal Loss, Focal Loss, Bbox Loss,
  and more.
keywords: >-
  Ultralytics, loss functions, Varifocal Loss, Focal Loss, Bbox Loss, Rotated
  Bbox Loss, Keypoint Loss, YOLO, model training, documentation

Reference for ultralytics/utils/loss.py

!!! Note

This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.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/loss.py) 🛠️. Thank you 🙏!

::: ultralytics.utils.loss.VarifocalLoss

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::: ultralytics.utils.loss.FocalLoss

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::: ultralytics.utils.loss.DFLoss

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::: ultralytics.utils.loss.BboxLoss

---

::: ultralytics.utils.loss.RotatedBboxLoss

---

::: ultralytics.utils.loss.KeypointLoss

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::: ultralytics.utils.loss.v8DetectionLoss

---

::: ultralytics.utils.loss.v8SegmentationLoss

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::: ultralytics.utils.loss.v8PoseLoss

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::: ultralytics.utils.loss.v8ClassificationLoss

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::: ultralytics.utils.loss.v8OBBLoss

---

::: ultralytics.utils.loss.E2EDetectLoss