v1.0

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

+---
+description: Master building SAM ViT models with Ultralytics. Discover steps to leverage the power of SAM and Vision Transformer sessions.
+keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l, build_sam_vit_b, build_sam
+---
+
+# Reference for `ultralytics/models/sam/build.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.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/build.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_h
+
+<br><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_l
+
+<br><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_b
+
+<br><br>
+
+## ::: ultralytics.models.sam.build.build_mobile_sam
+
+<br><br>
+
+## ::: ultralytics.models.sam.build._build_sam
+
+<br><br>
+
+## ::: ultralytics.models.sam.build.build_sam
+
+<br><br>

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

+---
+description: Dive into the SAM model details in the Ultralytics YOLO documentation. Understand, implement, and optimize your model use.
+keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Convolutional neural network
+---
+
+# Reference for `ultralytics/models/sam/model.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/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/sam/model.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.model.SAM
+
+<br><br>

docs/en/reference/models/sam/modules/decoders.md

+---
+description: Explore MaskDecoder, a part of the Ultralytics models. Gain insights on how to utilize it effectively in the SAM modules decoders MLP.
+keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine learning, image recognition
+---
+
+# Reference for `ultralytics/models/sam/modules/decoders.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.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/modules/decoders.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.decoders.MLP
+
+<br><br>

docs/en/reference/models/sam/modules/encoders.md

+---
+description: Discover detailed information on ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos and more in Ultralytics models encoders documentation.
+keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, PositionEmbeddingRandom, Attention, window_partition, get_rel_pos
+---
+
+# Reference for `ultralytics/models/sam/modules/encoders.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.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/modules/encoders.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.PromptEncoder
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.PositionEmbeddingRandom
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.Block
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.Attention
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.PatchEmbed
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.window_partition
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.window_unpartition
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.get_rel_pos
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.encoders.add_decomposed_rel_pos
+
+<br><br>

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

+---
+description: Explore the Sam module of Ultralytics. Discover detailed methods, classes, and information for efficient deep-learning model training!.
+keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics documentation
+---
+
+# Reference for `ultralytics/models/sam/modules/sam.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.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/modules/sam.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.sam.Sam
+
+<br><br>

docs/en/reference/models/sam/modules/tiny_encoder.md

+---
+description: Get in-depth insights about Ultralytics Tiny Encoder Modules such as Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, and TinyViT. Improve your understanding of machine learning model components.
+keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, BasicLayer, TinyViT, Machine learning modules, Ultralytics models
+---
+
+# Reference for `ultralytics/models/sam/modules/tiny_encoder.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.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/modules/tiny_encoder.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.Mlp
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.Attention
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.LayerNorm2d
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
+
+<br><br>

docs/en/reference/models/sam/modules/transformer.md

+---
+description: Learn about TwoWayTransformer and Attention modules in Ultralytics. Leverage these tools to enhance your AI models.
+keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
+---
+
+# Reference for `ultralytics/models/sam/modules/transformer.py`
+
+!!! Note
+
+    This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.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/modules/transformer.py) 🛠️. Thank you 🙏!
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
+
+<br><br>
+
+## ::: ultralytics.models.sam.modules.transformer.Attention
+
+<br><br>

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

+---
+description: Master the ultralytics.models.sam.predict.Predictor class with our comprehensive guide. Discover techniques to enhance your model predictions.
+keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine learning, predictive models
+---
+
+# 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><br>
+
+## ::: ultralytics.models.sam.predict.Predictor
+
+<br><br>

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

+---
+description: Learn to use the DETRLoss function provided by Ultralytics YOLO. Understand how to utilize loss in RTDETR detection models to improve accuracy.
+keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss function, DETR, RTDETR Detection Models
+---
+
+# 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><br>
+
+## ::: ultralytics.models.utils.loss.DETRLoss
+
+<br><br>
+
+## ::: ultralytics.models.utils.loss.RTDETRDetectionLoss
+
+<br><br>

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

+---
+description: Discover details for "HungarianMatcher" & "inverse_sigmoid" functions in Ultralytics YOLO, advanced tools supporting detection models.
+keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models, model utilities, ops
+---
+
+# 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><br>
+
+## ::: ultralytics.models.utils.ops.HungarianMatcher
+
+<br><br>
+
+## ::: ultralytics.models.utils.ops.get_cdn_group
+
+<br><br>

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

+---
+description: Explore the Ultralytics ClassificationPredictor guide for model prediction and visualization. Build powerful AI models with YOLO.
+keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model visualization
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+
+<br><br>

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

+---
+description: Delve into Classification Trainer at Ultralytics YOLO docs and optimize your model's training process with insights from the masters!.
+keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training process, AI models, documentation
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+
+<br><br>

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

+---
+description: Explore YOLO ClassificationValidator, a key element of Ultralytics YOLO models. Learn how it validates and fine-tunes model outputs.
+keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fine-tuning, deep learning, computer vision
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+
+<br><br>

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

+---
+description: Explore the guide to using the DetectionPredictor in Ultralytics YOLO. Learn how to predict, detect and analyze objects accurately.
+keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detection, analysis
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+
+<br><br>

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

+---
+description: Maximize your model's potential with Ultralytics YOLO Detection Trainer. Learn advanced techniques, tips, and tricks for training.
+keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Learning, Deep Learning, Computer Vision
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+
+<br><br>

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

+---
+description: Discover function valuation of your YOLO models with the Ultralytics Detection Validator. Enhance precision and recall rates today.
+keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, recall
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+
+<br><br>

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

+---
+description: Discover the Ultralytics YOLO model class. Learn advanced techniques, tips, and tricks for training.
+keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning, Deep Learning, Computer Vision
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.model.YOLO
+
+<br><br>
+
+## ::: ultralytics.models.yolo.model.YOLOWorld
+
+<br><br>

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

+---
+description: Discover OBBPredictor for YOLO, specializing in Oriented Bounding Box predictions. Essential for advanced object detection with Ultralytics YOLO.
+keywords: Ultralytics, OBBPredictor, YOLO, Oriented Bounding Box, object detection, advanced object detection, YOLO model, deep learning, AI, machine learning, computer vision, OBB detection
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.obb.predict.OBBPredictor
+
+<br><br>

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

+---
+description: Master the Ultralytics YOLO OBB Trainer: A specialized tool for training YOLO models using Oriented Bounding Boxes. Features detailed usage, model initialization, and training processes.
+keywords: Ultralytics, YOLO OBB Trainer, Oriented Bounding Box, OBB model training, YOLO model training, computer vision, deep learning, machine learning, YOLO object detection, model initialization, YOLO training process
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.obb.train.OBBTrainer
+
+<br><br>

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

+---
+description: Learn about Ultralytics' advanced OBBValidator, an extension of YOLO object detection for oriented bounding box validation.
+keywords: Ultralytics, YOLO, OBBValidator, object detection, oriented bounding box, OBB, machine learning, AI, deep learning, Python, YOLO model, image processing, computer vision, YOLO object detection
+---
+
+# 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><br>
+
+## ::: ultralytics.models.yolo.obb.val.OBBValidator
+
+<br><br>