v1.0

docs/en/reference/models/sam/predict.md

+---
+description: Explore Ultralytics SAM and SAM 2 Predictor for advanced, real-time image segmentation using the Segment Anything Model (SAM and SAM 2). Complete implementation details and auxiliary utilities.
+keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Model 2, image segmentation, real-time, prediction, AI, machine learning, Python, torch, inference
+---
+
+# Reference for `ultralytics/models/sam/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.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/models/sam/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.sam.predict.Predictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM2Predictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM2VideoPredictor
+
+<br><br>

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

+---
+description: Explore detailed implementations of loss functions for DETR and RT-DETR models in Ultralytics.
+keywords: ultralytics, YOLO, DETR, RT-DETR, loss functions, object detection, deep learning, focal loss, varifocal loss, Hungarian matcher
+---
+
+# Reference for `ultralytics/models/utils/loss.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/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/models/utils/loss.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.utils.loss.DETRLoss
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+
+<br><br>

docs/en/reference/models/utils/ops.md

+---
+description: Explore the utilities and operations in Ultralytics models like HungarianMatcher and get_cdn_group. Learn how to optimize and manage model operations efficiently.
+keywords: Ultralytics, models, utils, operations, HungarianMatcher, get_cdn_group, model optimization, pytorch, machine learning
+---
+
+# Reference for `ultralytics/models/utils/ops.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.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/models/utils/ops.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.utils.ops.HungarianMatcher
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.utils.ops.get_cdn_group
+
+<br><br>

docs/en/reference/models/yolo/classify/predict.md

+---
+description: Learn about the ClassificationPredictor class for YOLO models at Ultralytics. Get details on initialization, preprocessing, and postprocessing for classification tasks.
+keywords: YOLO, ClassificationPredictor, Ultralytics, model prediction, preprocess, postprocess, deep learning, machine learning
+---
+
+# Reference for `ultralytics/models/yolo/classify/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.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/models/yolo/classify/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+
+<br><br>

docs/en/reference/models/yolo/classify/train.md

+---
+description: Explore the train.py module in Ultralytics YOLO for efficient classification model training. Learn more with examples and detailed code documentation.
+keywords: YOLO, Ultralytics, classification, training, machine learning, deep learning, PyTorch, train.py
+---
+
+# Reference for `ultralytics/models/yolo/classify/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.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/models/yolo/classify/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+
+<br><br>

docs/en/reference/models/yolo/classify/val.md

+---
+description: Explore the source code and functionalities of the YOLO Classification Validator in Ultralytics for evaluating classification models effectively.
+keywords: Ultralytics, YOLO, classification, validation, ClassifyMetrics, ConfusionMatrix, PyTorch, deep learning, model evaluation, AI, machine learning
+---
+
+# Reference for `ultralytics/models/yolo/classify/val.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.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/models/yolo/classify/val.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+
+<br><br>

docs/en/reference/models/yolo/detect/predict.md

+---
+description: Explore the Ultralytics YOLO Detection Predictor. Learn how to implement and use the DetectionPredictor class for object detection in Python.
+keywords: YOLO, Ultralytics, DetectionPredictor, object detection, Python, machine learning, AI, non_max_suppression
+---
+
+# Reference for `ultralytics/models/yolo/detect/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.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/models/yolo/detect/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+
+<br><br>

docs/en/reference/models/yolo/detect/train.md

+---
+description: Learn about the DetectionTrainer class for training YOLO models on custom datasets. Discover methods, examples, and more.
+keywords: Ultralytics, YOLO, DetectionTrainer, training, object detection, machine learning, build dataset, dataloader, detection model
+---
+
+# Reference for `ultralytics/models/yolo/detect/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.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/models/yolo/detect/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+
+<br><br>

docs/en/reference/models/yolo/detect/val.md

+---
+description: Explore the DetectionValidator class for YOLO models in Ultralytics. Learn validation techniques, metrics, and dataset handling for object detection.
+keywords: YOLO validation, detection validation, YOLO metrics, Ultralytics, object detection, machine learning, AI
+---
+
+# Reference for `ultralytics/models/yolo/detect/val.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.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/models/yolo/detect/val.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+
+<br><br>

docs/en/reference/models/yolo/model.md

+---
+description: Explore the ultralytics.models.yolo.model module for YOLO object detection. Learn initialization, model mapping, and more.
+keywords: YOLO, object detection, Ultralytics, YOLO model, machine learning, Python, model initialization
+---
+
+# Reference for `ultralytics/models/yolo/model.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.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/models/yolo/model.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.model.YOLO
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.model.YOLOWorld
+
+<br><br>

docs/en/reference/models/yolo/obb/predict.md

+---
+description: Learn how to use the Ultralytics YOLO OBBPredictor for oriented bounding box predictions. Enhance your object detection models with ease.
+keywords: Ultralytics, YOLO, OBBPredictor, oriented bounding box, object detection, AI, machine learning, PyTorch
+---
+
+# Reference for `ultralytics/models/yolo/obb/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.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/models/yolo/obb/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.predict.OBBPredictor
+
+<br><br>

docs/en/reference/models/yolo/obb/train.md

+---
+description: Explore the Ultralytics YOLO OBB Trainer class for efficient training with Oriented Bounding Box models. Learn with examples and method details.
+keywords: Ultralytics, YOLO, OBB Trainer, Oriented Bounding Box, Machine Learning, Training, AI
+---
+
+# Reference for `ultralytics/models/yolo/obb/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.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/models/yolo/obb/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.train.OBBTrainer
+
+<br><br>

docs/en/reference/models/yolo/obb/val.md

+---
+description: Explore the OBBValidator for YOLO, an advanced class for oriented bounding boxes (OBB). Learn initialization, processes, and evaluation methods.
+keywords: Ultralytics, YOLO, OBBValidator, Oriented Bounding Boxes, DetectionValidator, validation, Python, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/obb/val.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.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/models/yolo/obb/val.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.val.OBBValidator
+
+<br><br>

docs/en/reference/models/yolo/pose/predict.md

+---
+description: Learn about the PosePredictor class for YOLO model predictions on pose data. Get setup instructions, example usage, and implementation details.
+keywords: YOLO, Pose Prediction, Ultralytics, PosePredictor, YOLOv8, Machine Learning, Deep Learning, Python, AI Models
+---
+
+# Reference for `ultralytics/models/yolo/pose/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.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/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+
+<br><br>

docs/en/reference/models/yolo/pose/train.md

+---
+description: Explore the PoseTrainer class for training pose models using YOLO from Ultralytics. Includes initialization, model configuration, and plotting methods.
+keywords: PoseTrainer, YOLO, Ultralytics, pose models, training, model configuration, deep learning, machine learning, pose estimation
+---
+
+# Reference for `ultralytics/models/yolo/pose/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.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/models/yolo/pose/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+
+<br><br>

docs/en/reference/models/yolo/pose/val.md

+---
+description: Explore the PoseValidator class for YOLO models. Learn how to extend DetectionValidator for pose validation with example code and detailed methods.
+keywords: Ultralytics, YOLO, PoseValidator, pose validation, machine learning, object detection, keypoints, python code, AI, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/pose/val.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.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/models/yolo/pose/val.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
+
+<br><br>

docs/en/reference/models/yolo/segment/predict.md

+---
+description: Understand the SegmentationPredictor class for segmentation-based predictions using YOLO. Learn more about its implementation and example usage.
+keywords: YOLO, SegmentationPredictor, machine learning, computer vision, object detection, Ultralytics, prediction, model, non-max suppression
+---
+
+# Reference for `ultralytics/models/yolo/segment/predict.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.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/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+
+<br><br>

docs/en/reference/models/yolo/segment/train.md

+---
+description: Learn how to train YOLO models for segmentation tasks with Ultralytics. Explore the SegmentationTrainer class and its functionalities.
+keywords: YOLO, segmentation, train, Ultralytics, SegmentationTrainer, Python, machine learning, deep learning, tutorials
+---
+
+# Reference for `ultralytics/models/yolo/segment/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.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/models/yolo/segment/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+
+<br><br>

docs/en/reference/models/yolo/segment/val.md

+---
+description: Explore the YOLO Segmentation Validator module for validating segment models. Understand its usage, metrics, and implementation within the Ultralytics framework.
+keywords: YOLO, segmentation, validator, Ultralytics, model validation, machine learning, deep learning, AI, computer vision
+---
+
+# Reference for `ultralytics/models/yolo/segment/val.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.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/models/yolo/segment/val.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+
+<br><br>

docs/en/reference/models/yolo/world/train.md

+---
+description: Learn how to train a World Model with Ultralytics YOLO using advanced techniques and customizable options for optimal performance.
+keywords: Ultralytics, YOLO, World Model, training, deep learning, computer vision, AI, machine learning, tutorial
+---
+
+# Reference for `ultralytics/models/yolo/world/train.py`
+
+!!! note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.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/models/yolo/world/train.py) 🛠️. Thank you 🙏!
+
+<br>
+
+## ::: ultralytics.models.yolo.world.train.WorldTrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.world.train.on_pretrain_routine_end
+
+<br><br>