单目3D初始代码

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

@@ -0,0 +1,16 @@
+---
+description: Discover how to use the FastSAM model with Ultralytics. Learn about its interface and implementation details with practical examples.
+keywords: FastSAM, Ultralytics, model interface, YOLO, deep learning, machine learning, segmentation, predictor, validator, Python
+---
+
+# Reference for `ultralytics/models/fastsam/model.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.fastsam.model.FastSAM
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the Fast SAM Predictor in the Ultralytics YOLO framework. Learn about its segmentation prediction tasks, configuration, and post-processing steps.
+keywords: Ultralytics, Fast SAM Predictor, YOLO, segmentation, prediction, AI model, non-max suppression, mask prediction, tutorial
+---
+
+# Reference for `ultralytics/models/fastsam/predict.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the utility functions in FastSAM for adjusting bounding boxes and calculating IoU, benefiting computer vision projects.
+keywords: FastSAM, bounding boxes, IoU, Ultralytics, image processing, computer vision
+---
+
+# Reference for `ultralytics/models/fastsam/utils.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
+
+<br><br>

docs/en/reference/models/fastsam/val.md

@@ -0,0 +1,16 @@
+---
+description: Discover FastSAM Validator for segmentation in Ultralytics YOLO. Learn how to validate with custom metrics and avoid common errors. Contribute on GitHub.
+keywords: FastSAM Validator, Ultralytics, YOLO, segmentation, validation, metrics, GitHub, contribute, documentation
+---
+
+# Reference for `ultralytics/models/fastsam/val.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.fastsam.val.FastSAMValidator
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the YOLO-NAS model interface and learn how to utilize pretrained YOLO-NAS models for object detection with Ultralytics.
+keywords: Ultralytics, YOLO, YOLO-NAS, object detection, pretrained models, machine learning, deep learning, NAS model
+---
+
+# Reference for `ultralytics/models/nas/model.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.nas.model.NAS
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Learn about NASPredictor in Ultralytics YOLO for efficient object detection. Explore its attributes, methods, and usage with examples.
+keywords: Ultralytics, YOLO, NASPredictor, object detection, machine learning, AI, non-maximum suppression, bounding boxes, image processing
+---
+
+# Reference for `ultralytics/models/nas/predict.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.nas.predict.NASPredictor
+
+<br><br>

docs/en/reference/models/nas/val.md

@@ -0,0 +1,16 @@
+---
+description: Explore the Ultralytics NASValidator for efficient YOLO model validation. Learn about NMS and post-processing configurations.
+keywords: Ultralytics, YOLO, NASValidator, object detection, non-maximum suppression, NMS, YOLO models, machine learning
+---
+
+# Reference for `ultralytics/models/nas/val.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.nas.val.NASValidator
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the interface for Baidu's RT-DETR, a Vision Transformer-based real-time object detector in the Ultralytics Docs. Learn more about its efficient hybrid encoding and IoU-aware query selection.
+keywords: RT-DETR, real-time object detection, Vision Transformer, Ultralytics, model interface, Baidu, hybrid encoding, IoU-aware query selection, machine learning, AI
+---
+
+# Reference for `ultralytics/models/rtdetr/model.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.rtdetr.model.RTDETR
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Access the complete reference for the RTDETRPredictor class in Ultralytics. Learn about its attributes, methods, and example usage for real-time object detection.
+keywords: RTDETRPredictor, Ultralytics, Real-Time Detection Transformer, object detection, Vision Transformers, documentation, RT-DETR, Python class
+---
+
+# Reference for `ultralytics/models/rtdetr/predict.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
+
+<br><br>

docs/en/reference/models/rtdetr/train.md

@@ -0,0 +1,16 @@
+---
+description: Explore RTDETRTrainer for efficient real-time object detection leveraging Vision Transformers. Learn configuration, dataset handling, and advanced model training.
+keywords: RTDETRTrainer, real-time object detection, Vision Transformers, YOLO, RT-DETR model, model training, dataset handling
+---
+
+# Reference for `ultralytics/models/rtdetr/train.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
+
+<br><br>

docs/en/reference/models/rtdetr/val.md

@@ -0,0 +1,20 @@
+---
+description: Explore the RTDETRValidator and RTDETRDataset classes for real-time detection and tracking. Understand initialization, transformations, and post-processing.
+keywords: RTDETR, Ultralytics, object detection, tracking, YOLO, RTDETRDataset, RTDETRValidator, real-time detection
+---
+
+# Reference for `ultralytics/models/rtdetr/val.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.rtdetr.val.RTDETRDataset
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.rtdetr.val.RTDETRValidator
+
+<br><br>

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

@@ -0,0 +1,56 @@
+---
+description: Explore the detailed API reference for Ultralytics SAM/AMG models, including functions for mask stability scores, crop box generation, and more.
+keywords: Ultralytics, SAM, AMG, API Reference, models, mask stability, crop boxes, data processing, YOLO
+---
+
+# Reference for `ultralytics/models/sam/amg.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.amg.is_box_near_crop_edge
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.batch_iterator
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.calculate_stability_score
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.build_point_grid
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.build_all_layer_point_grids
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.generate_crop_boxes
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.uncrop_boxes_xyxy
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.uncrop_points
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.uncrop_masks
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.remove_small_regions
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.amg.batched_mask_to_box
+
+<br><br>

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

@@ -0,0 +1,60 @@
+---
+description: Discover detailed instructions for building various Segment Anything Model (SAM) and Segment Anything Model 2 (SAM 2) architectures with Ultralytics, including SAM ViT and Mobile-SAM.
+keywords: Ultralytics, SAM model, Segment Anything Model, SAM 2 model, Segment Anything Model 2, SAM ViT, Mobile-SAM, model building, deep learning, AI
+---
+
+# Reference for `ultralytics/models/sam/build.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.build._load_checkpoint
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_h
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_l
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam_vit_b
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_mobile_sam
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam2_t
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam2_s
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam2_b
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam2_l
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build._build_sam
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build._build_sam2
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build.build_sam
+
+<br><br>

docs/en/reference/models/sam/build_sam3.md

@@ -0,0 +1,32 @@
+---
+description: Explore the ultralytics.models.sam.build_sam3 module for building SAM3 image models, including backbone and transformer components.
+keywords: Ultralytics, SAM3, SAM, segmentation, transformer, ViTDet, model builder, Python
+---
+
+# Reference for `ultralytics/models/sam/build_sam3.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build_sam3.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build_sam3.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.build_sam3._create_vision_backbone
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build_sam3._create_sam3_transformer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build_sam3.build_sam3_image_model
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build_sam3.build_interactive_sam3
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.build_sam3._load_checkpoint
+
+<br><br>

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

@@ -0,0 +1,16 @@
+---
+description: Explore the SAM (Segment Anything Model) and SAM 2 (Segment Anything Model 2) interface for real-time image segmentation. Learn about promptable segmentation and zero-shot capabilities.
+keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Model 2, image segmentation, real-time segmentation, zero-shot performance, promptable segmentation, SA-1B dataset
+---
+
+# Reference for `ultralytics/models/sam/model.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.model.SAM
+
+<br><br>

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

@@ -0,0 +1,72 @@
+---
+description: Explore detailed documentation of various SAM and SAM 2 modules such as MaskDownSampler, CXBlock, and more, available in Ultralytics' repository.
+keywords: Ultralytics, SAM encoder, SAM 2 encoder, DropPath, MaskDownSampler, CXBlock, Fuser, TwoWayTransformer, TwoWayAttentionBlock, RoPEAttention, MultiScaleAttention, MultiScaleBlock, PositionEmbeddingSine, do_pool
+---
+
+# Reference for `ultralytics/models/sam/modules/blocks.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.blocks.DropPath
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.MaskDownSampler
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.CXBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.Fuser
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.SAM2TwoWayAttentionBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.SAM2TwoWayTransformer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.RoPEAttention
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.MultiScaleAttention
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.MultiScaleBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.PositionEmbeddingSine
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.PositionEmbeddingRandom
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.Block
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.REAttention
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.PatchEmbed
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.blocks.do_pool
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+description: Explore the MaskDecoder and MLP modules in Ultralytics for efficient mask prediction using transformer architecture. Detailed attributes, functionalities, and implementation.
+keywords: Ultralytics, MaskDecoder, MLP, machine learning, transformer architecture, mask prediction, neural networks, PyTorch modules
+---
+
+# Reference for `ultralytics/models/sam/modules/decoders.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.decoders.SAM2MaskDecoder
+
+<br><br>

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

@@ -0,0 +1,36 @@
+---
+description: Explore detailed documentation of various SAM encoder modules such as ImageEncoderViT, PromptEncoder, and more, available in Ultralytics' repository.
+keywords: Ultralytics, SAM encoder, ImageEncoderViT, PromptEncoder, PositionEmbeddingRandom, Block, Attention, PatchEmbed
+---
+
+# Reference for `ultralytics/models/sam/modules/encoders.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.encoders.PromptEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.encoders.MemoryEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.encoders.ImageEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.encoders.FpnNeck
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.encoders.Hiera
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+description: Explore detailed documentation of various SAM 2 encoder modules such as MemoryAttentionLayer, MemoryAttention, available in Ultralytics' repository.
+keywords: Ultralytics, SAM 2 encoder, MemoryAttentionLayer, MemoryAttention
+---
+
+# Reference for `ultralytics/models/sam/modules/memory_attention.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.memory_attention.MemoryAttentionLayer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.memory_attention.MemoryAttention
+
+<br><br>

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

@@ -0,0 +1,24 @@
+---
+description: Discover the Ultralytics SAM and SAM 2 module for object segmentation. Learn about its components, such as image encoders and mask decoders, in this comprehensive guide.
+keywords: Ultralytics, SAM Module, SAM 2 Module, object segmentation, image encoder, mask decoder, prompt encoder, AI, machine learning
+---
+
+# Reference for `ultralytics/models/sam/modules/sam.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.sam.SAMModel
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.sam.SAM2Model
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.sam.SAM3Model
+
+<br><br>

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

@@ -0,0 +1,52 @@
+---
+description: Explore the detailed implementation of TinyViT architecture including Conv2d_BN, PatchEmbed, MBConv, and more in Ultralytics.
+keywords: Ultralytics, TinyViT, Conv2d_BN, PatchEmbed, MBConv, Attention, PyTorch, YOLO, Deep Learning
+---
+
+# Reference for `ultralytics/models/sam/modules/tiny_encoder.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.PatchEmbed
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.MBConv
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.PatchMerging
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.ConvLayer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.MLP
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.Attention
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViTBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.BasicLayer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.tiny_encoder.TinyViT
+
+<br><br>

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

@@ -0,0 +1,24 @@
+---
+description: Explore the TwoWayTransformer module in Ultralytics, designed for simultaneous attention to image and query points. Ideal for object detection and segmentation tasks.
+keywords: Ultralytics, TwoWayTransformer, module, deep learning, transformer, object detection, image segmentation, attention mechanism, neural networks
+---
+
+# Reference for `ultralytics/models/sam/modules/transformer.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [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). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.transformer.TwoWayAttentionBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.transformer.Attention
+
+<br><br>

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

@@ -0,0 +1,60 @@
+---
+description: Explore the detailed API reference for Ultralytics SAM and SAM 2 models.
+keywords: Ultralytics, SAM, SAM 2, API Reference, models, window partition, data processing, YOLO
+---
+
+# Reference for `ultralytics/models/sam/modules/utils.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.modules.utils.select_closest_cond_frames
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.get_1d_sine_pe
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.init_t_xy
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.compute_axial_cis
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.reshape_for_broadcast
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.apply_rotary_enc
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.window_partition
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.window_unpartition
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.get_rel_pos
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.add_decomposed_rel_pos
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.get_abs_pos
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.modules.utils.concat_rel_pos
+
+<br><br>

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

@@ -0,0 +1,44 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — 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><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM2DynamicInteractivePredictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM3Predictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM3SemanticPredictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM3VideoPredictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.predict.SAM3VideoSemanticPredictor
+
+<br><br>

docs/en/reference/models/sam/sam3/decoder.md

@@ -0,0 +1,20 @@
+---
+description: Explore the ultralytics.models.sam.sam3.decoder module, including transformer decoder layers used in SAM3 model heads.
+keywords: Ultralytics, SAM3, SAM, transformer decoder, attention, segmentation, deep learning, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/decoder.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/decoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/decoder.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.decoder.TransformerDecoderLayer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.decoder.TransformerDecoder
+
+<br><br>

docs/en/reference/models/sam/sam3/encoder.md

@@ -0,0 +1,28 @@
+---
+description: Explore the ultralytics.models.sam.sam3.encoder module, including transformer encoder layers and fusion blocks for SAM3.
+keywords: Ultralytics, SAM3, SAM, transformer encoder, fusion, attention, deep learning, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/encoder.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/encoder.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.encoder.TransformerEncoderLayer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.encoder.TransformerEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.encoder.TransformerEncoderFusion
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.encoder.pool_text_feat
+
+<br><br>

docs/en/reference/models/sam/sam3/geometry_encoders.md

@@ -0,0 +1,28 @@
+---
+description: Explore the ultralytics.models.sam.sam3.geometry_encoders module for prompt and geometry encoding utilities used by SAM3.
+keywords: Ultralytics, SAM3, SAM, prompt encoder, geometry encoder, padding, embeddings, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/geometry_encoders.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/geometry_encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/geometry_encoders.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.geometry_encoders.Prompt
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.geometry_encoders.SequenceGeometryEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.geometry_encoders.is_right_padded
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.geometry_encoders.concat_padded_sequences
+
+<br><br>

docs/en/reference/models/sam/sam3/maskformer_segmentation.md

@@ -0,0 +1,32 @@
+---
+description: Explore the ultralytics.models.sam.sam3.maskformer_segmentation module for segmentation heads and predictors used with SAM3.
+keywords: Ultralytics, SAM3, MaskFormer, segmentation head, mask prediction, deep learning, Python, API reference
+---
+
+# Reference for `ultralytics/models/sam/sam3/maskformer_segmentation.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/maskformer_segmentation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/maskformer_segmentation.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.maskformer_segmentation.LinearPresenceHead
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.maskformer_segmentation.MaskPredictor
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.maskformer_segmentation.SegmentationHead
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.maskformer_segmentation.PixelDecoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.maskformer_segmentation.UniversalSegmentationHead
+
+<br><br>

docs/en/reference/models/sam/sam3/model_misc.md

@@ -0,0 +1,32 @@
+---
+description: Explore the ultralytics.models.sam.sam3.model_misc module with helper layers and utilities used in SAM3 model components.
+keywords: Ultralytics, SAM3, SAM, transformer, layers, utilities, deep learning, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/model_misc.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/model_misc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/model_misc.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.model_misc.DotProductScoring
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.model_misc.LayerScale
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.model_misc.TransformerWrapper
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.model_misc.get_valid_ratio
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.model_misc.gen_sineembed_for_position
+
+<br><br>

docs/en/reference/models/sam/sam3/necks.md

@@ -0,0 +1,16 @@
+---
+description: Explore the ultralytics.models.sam.sam3.necks module for SAM3 neck components that connect vision backbones to downstream heads.
+keywords: Ultralytics, SAM3, SAM, neck, backbone, ViTDet, segmentation, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/necks.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/necks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/necks.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.necks.Sam3DualViTDetNeck
+
+<br><br>

docs/en/reference/models/sam/sam3/sam3_image.md

@@ -0,0 +1,20 @@
+---
+description: Explore the ultralytics.models.sam.sam3.sam3_image module, including the SAM3SemanticModel and related output helpers.
+keywords: Ultralytics, SAM3, SAM, image segmentation, semantic segmentation, model, Python, API reference
+---
+
+# Reference for `ultralytics/models/sam/sam3/sam3_image.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/sam3_image.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/sam3_image.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.sam3_image.SAM3SemanticModel
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.sam3_image._update_out
+
+<br><br>

docs/en/reference/models/sam/sam3/text_encoder_ve.md

@@ -0,0 +1,32 @@
+---
+description: Explore the ultralytics.models.sam.sam3.text_encoder_ve module for SAM3 text-encoder components used in vision-language pipelines.
+keywords: Ultralytics, SAM3, SAM, text encoder, vision-language, transformer, tokenizer, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/text_encoder_ve.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/text_encoder_ve.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/text_encoder_ve.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.text_encoder_ve.ResidualAttentionBlock
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.text_encoder_ve.Transformer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.text_encoder_ve.TextTransformer
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.text_encoder_ve.VETextEncoder
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.text_encoder_ve.text_global_pool
+
+<br><br>

docs/en/reference/models/sam/sam3/vitdet.md

@@ -0,0 +1,24 @@
+---
+description: Explore the ultralytics.models.sam.sam3.vitdet module for ViTDet building blocks used as vision backbones in SAM3.
+keywords: Ultralytics, SAM3, ViTDet, vision transformer, backbone, attention, deep learning, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/vitdet.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/vitdet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/vitdet.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.vitdet.Attention
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.vitdet.Block
+
+<br><br><hr><br>
+
+## ::: ultralytics.models.sam.sam3.vitdet.ViT
+
+<br><br>

docs/en/reference/models/sam/sam3/vl_combiner.md

@@ -0,0 +1,16 @@
+---
+description: Explore the ultralytics.models.sam.sam3.vl_combiner module for combining vision and language features in SAM3.
+keywords: Ultralytics, SAM3, vision-language, backbone, feature fusion, transformer, deep learning, Python
+---
+
+# Reference for `ultralytics/models/sam/sam3/vl_combiner.py`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/vl_combiner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/sam3/vl_combiner.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — thank you! 🙏
+
+<br>
+
+## ::: ultralytics.models.sam.sam3.vl_combiner.SAM3VLBackbone
+
+<br><br>

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

@@ -0,0 +1,20 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — 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

@@ -0,0 +1,20 @@
+---
+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`
+
+!!! success "Improvements"
+
+    This page is sourced from [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). Have an improvement or example to add? Open a [Pull Request](https://docs.ultralytics.com/help/contributing/) — 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

@@ -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>