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

---
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`

!!! success "Improvements"

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

<br>

## ::: ultralytics.utils.loss.VarifocalLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.FocalLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.DFLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.BboxLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.RotatedBboxLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.KeypointLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.v8DetectionLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.v8SegmentationLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.v8PoseLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.v8ClassificationLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.v8OBBLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.E2EDetectLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.TVPDetectLoss

<br><br><hr><br>

## ::: ultralytics.utils.loss.TVPSegmentLoss

<br><br>