单目3D初始代码

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.detect.val.DetectionValidator
+
+<br><br>

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

@@ -0,0 +1,24 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.model.YOLO
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.model.YOLOWorld
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.model.YOLOE
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.predict.OBBPredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.train.OBBTrainer
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.obb.val.OBBValidator
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.predict.PosePredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.train.PoseTrainer
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.pose.val.PoseValidator
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.world.train.WorldTrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.world.train.on_pretrain_routine_end
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the WorldTrainerFromScratch in YOLO for open-set datasets. Learn how to build, train, and evaluate models efficiently.
+keywords: YOLO, WorldTrainer, open-set datasets, training, evaluation, build dataset, YOLO World, machine learning
+---
+
+# Reference for `ultralytics/models/yolo/world/train_world.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.world.train_world.WorldTrainerFromScratch
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+description: Documentation for YOLOE visual prompt predictors in Ultralytics, supporting inference with visual prompts for both object detection and segmentation models.
+keywords: YOLOE, visual prompts, predictors, YOLOEVPDetectPredictor, YOLOEVPSegPredictor, inference, object detection, segmentation, Ultralytics, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/yoloe/predict.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/predict.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.yoloe.predict.YOLOEVPDetectPredictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.predict.YOLOEVPSegPredictor
+
+<br><br>

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

@@ -0,0 +1,32 @@
+---
+description: Learn about YOLOE training classes in Ultralytics, including standard, linear probing, and visual prompt training for detection and segmentation models.
+keywords: YOLOE, training, trainers, EVP, visual prompts, computer vision, object detection, segmentation, Ultralytics, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/yoloe/train.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/train.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.yoloe.train.YOLOETrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train.YOLOEPETrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train.YOLOETrainerFromScratch
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train.YOLOEPEFreeTrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train.YOLOEVPTrainer
+
+<br><br>

docs/en/reference/models/yolo/yoloe/train_seg.md

@@ -0,0 +1,28 @@
+---
+description: Documentation for YOLOE segmentation trainer classes in Ultralytics, supporting different training approaches including standard training, linear probing, training from scratch, and visual prompt training.
+keywords: YOLOE, segmentation, trainers, YOLOESegTrainer, YOLOEPESegTrainer, YOLOESegTrainerFromScratch, YOLOESegVPTrainer, linear probing, visual prompts, Ultralytics, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/yoloe/train_seg.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/train_seg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/train_seg.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.yoloe.train_seg.YOLOESegTrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train_seg.YOLOEPESegTrainer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train_seg.YOLOESegTrainerFromScratch
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.train_seg.YOLOESegVPTrainer
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+description: Documentation for YOLOE validator classes in Ultralytics, supporting both text and visual prompt embeddings for object detection and segmentation models.
+keywords: YOLOE, validation, object detection, segmentation, visual prompts, text prompts, embeddings, Ultralytics, YOLOEDetectValidator, YOLOESegValidator, deep learning
+---
+
+# Reference for `ultralytics/models/yolo/yoloe/val.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/yoloe/val.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.yolo.yoloe.val.YOLOEDetectValidator
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.yolo.yoloe.val.YOLOESegValidator
+
+<br><br>