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# Ultralytics YOLO 🚀, AGPL-3.0 license | |
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# Site metadata | |
site_name: Ultralytics YOLO Docs | |
site_description: Explore Ultralytics YOLO, a cutting-edge real-time object detection and image segmentation model for various applications and hardware platforms. | |
site_url: https://docs.ultralytics.com | |
site_author: Ultralytics | |
repo_url: https://github.com/ultralytics/ultralytics | |
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repo_name: ultralytics/ultralytics | |
remote_name: https://github.com/ultralytics/docs | |
docs_dir: "docs/en/" # where to find the markdown files | |
site_dir: "site/" # where to publish to | |
# Theme customization | |
theme: | |
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language: en | |
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- navigation.sections # navigation.expand or navigation.sections | |
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# Customization | |
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved. | |
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# Validation settings https://www.mkdocs.org/user-guide/configuration/#validation | |
validation: | |
nav: | |
omitted_files: info | |
not_found: warn | |
absolute_links: info | |
links: | |
absolute_links: relative_to_docs | |
anchors: warn | |
unrecognized_links: warn | |
# Primary navigation --------------------------------------------------------------------------------------------------- | |
nav: | |
- Home: | |
- Home: index.md | |
- Quickstart: quickstart.md | |
- Modes: | |
- modes/index.md | |
- Train: modes/train.md | |
- Val: modes/val.md | |
- Predict: modes/predict.md | |
- Export: modes/export.md | |
- Track: modes/track.md | |
- Benchmark: modes/benchmark.md | |
- Tasks: | |
- tasks/index.md | |
- Detect: tasks/detect.md | |
- Segment: tasks/segment.md | |
- Classify: tasks/classify.md | |
- Pose: tasks/pose.md | |
- OBB: tasks/obb.md | |
- Models: | |
- models/index.md | |
- Datasets: | |
- datasets/index.md | |
- Solutions: | |
- solutions/index.md | |
- Guides: | |
- guides/index.md | |
- Explorer: | |
- datasets/explorer/index.md | |
- NEW 🚀 Live Inference: guides/streamlit-live-inference.md # for promotion of new pages | |
- Languages: | |
- 🇬🇧  English: https://ultralytics.com/docs/ | |
- 🇨🇳  简体中文: https://docs.ultralytics.com/zh/ | |
- 🇰🇷  한국어: https://docs.ultralytics.com/ko/ | |
- 🇯🇵  日本語: https://docs.ultralytics.com/ja/ | |
- 🇷🇺  Русский: https://docs.ultralytics.com/ru/ | |
- 🇩🇪  Deutsch: https://docs.ultralytics.com/de/ | |
- 🇫🇷  Français: https://docs.ultralytics.com/fr/ | |
- 🇪🇸  Español: https://docs.ultralytics.com/es/ | |
- 🇵🇹  Português: https://docs.ultralytics.com/pt/ | |
- 🇮🇹  Italiano: https://docs.ultralytics.com/it/ | |
- 🇹🇷  Türkçe: https://docs.ultralytics.com/tr/ | |
- 🇻🇳  Tiếng Việt: https://docs.ultralytics.com/vi/ | |
- 🇸🇦  العربية: https://docs.ultralytics.com/ar/ | |
- Quickstart: | |
- quickstart.md | |
- Usage: | |
- CLI: usage/cli.md | |
- Python: usage/python.md | |
- Callbacks: usage/callbacks.md | |
- Configuration: usage/cfg.md | |
- Simple Utilities: usage/simple-utilities.md | |
- Advanced Customization: usage/engine.md | |
- Modes: | |
- modes/index.md | |
- Train: modes/train.md | |
- Val: modes/val.md | |
- Predict: modes/predict.md | |
- Export: modes/export.md | |
- Track: modes/track.md | |
- Benchmark: modes/benchmark.md | |
- Tasks: | |
- tasks/index.md | |
- Detect: tasks/detect.md | |
- Segment: tasks/segment.md | |
- Classify: tasks/classify.md | |
- Pose: tasks/pose.md | |
- OBB: tasks/obb.md | |
- Models: | |
- models/index.md | |
- Datasets: | |
- datasets/index.md | |
- Solutions: | |
- solutions/index.md | |
- Guides: | |
- guides/index.md | |
- Explorer: | |
- datasets/explorer/index.md | |
- Modes: | |
- modes/index.md | |
- Train: modes/train.md | |
- Val: modes/val.md | |
- Predict: modes/predict.md | |
- Export: modes/export.md | |
- Track: modes/track.md | |
- Benchmark: modes/benchmark.md | |
- Tasks: | |
- tasks/index.md | |
- Detect: tasks/detect.md | |
- Segment: tasks/segment.md | |
- Classify: tasks/classify.md | |
- Pose: tasks/pose.md | |
- OBB: tasks/obb.md | |
- Models: | |
- models/index.md | |
- YOLOv3: models/yolov3.md | |
- YOLOv4: models/yolov4.md | |
- YOLOv5: models/yolov5.md | |
- YOLOv6: models/yolov6.md | |
- YOLOv7: models/yolov7.md | |
- YOLOv8: models/yolov8.md | |
- YOLOv9: models/yolov9.md | |
- YOLOv10: models/yolov10.md | |
- SAM (Segment Anything Model): models/sam.md | |
- SAM 2 (Segment Anything Model 2): models/sam-2.md | |
- MobileSAM (Mobile Segment Anything Model): models/mobile-sam.md | |
- FastSAM (Fast Segment Anything Model): models/fast-sam.md | |
- YOLO-NAS (Neural Architecture Search): models/yolo-nas.md | |
- RT-DETR (Realtime Detection Transformer): models/rtdetr.md | |
- YOLO-World (Real-Time Open-Vocabulary Object Detection): models/yolo-world.md | |
- Datasets: | |
- datasets/index.md | |
- Explorer: | |
- datasets/explorer/index.md | |
- Explorer API: datasets/explorer/api.md | |
- Explorer Dashboard: datasets/explorer/dashboard.md | |
- VOC Exploration Example: datasets/explorer/explorer.ipynb | |
- Detection: | |
- datasets/detect/index.md | |
- Argoverse: datasets/detect/argoverse.md | |
- COCO: datasets/detect/coco.md | |
- LVIS: datasets/detect/lvis.md | |
- COCO8: datasets/detect/coco8.md | |
- GlobalWheat2020: datasets/detect/globalwheat2020.md | |
- Objects365: datasets/detect/objects365.md | |
- OpenImagesV7: datasets/detect/open-images-v7.md | |
- SKU-110K: datasets/detect/sku-110k.md | |
- VisDrone: datasets/detect/visdrone.md | |
- VOC: datasets/detect/voc.md | |
- xView: datasets/detect/xview.md | |
- Roboflow 100: datasets/detect/roboflow-100.md | |
- Brain-tumor: datasets/detect/brain-tumor.md | |
- African-wildlife: datasets/detect/african-wildlife.md | |
- Signature: datasets/detect/signature.md | |
- Segmentation: | |
- datasets/segment/index.md | |
- COCO: datasets/segment/coco.md | |
- COCO8-seg: datasets/segment/coco8-seg.md | |
- Crack-seg: datasets/segment/crack-seg.md | |
- Carparts-seg: datasets/segment/carparts-seg.md | |
- Package-seg: datasets/segment/package-seg.md | |
- Pose: | |
- datasets/pose/index.md | |
- COCO: datasets/pose/coco.md | |
- COCO8-pose: datasets/pose/coco8-pose.md | |
- Tiger-pose: datasets/pose/tiger-pose.md | |
- Classification: | |
- datasets/classify/index.md | |
- Caltech 101: datasets/classify/caltech101.md | |
- Caltech 256: datasets/classify/caltech256.md | |
- CIFAR-10: datasets/classify/cifar10.md | |
- CIFAR-100: datasets/classify/cifar100.md | |
- Fashion-MNIST: datasets/classify/fashion-mnist.md | |
- ImageNet: datasets/classify/imagenet.md | |
- ImageNet-10: datasets/classify/imagenet10.md | |
- Imagenette: datasets/classify/imagenette.md | |
- Imagewoof: datasets/classify/imagewoof.md | |
- MNIST: datasets/classify/mnist.md | |
- Oriented Bounding Boxes (OBB): | |
- datasets/obb/index.md | |
- DOTAv2: datasets/obb/dota-v2.md | |
- DOTA8: datasets/obb/dota8.md | |
- Multi-Object Tracking: | |
- datasets/track/index.md | |
- NEW 🚀 Solutions: | |
- solutions/index.md | |
- Analytics: guides/analytics.md | |
- Object Counting: guides/object-counting.md | |
- Object Cropping: guides/object-cropping.md | |
- Object Blurring: guides/object-blurring.md | |
- Workouts Monitoring: guides/workouts-monitoring.md | |
- Objects Counting in Regions: guides/region-counting.md | |
- Security Alarm System: guides/security-alarm-system.md | |
- Heatmaps: guides/heatmaps.md | |
- Instance Segmentation with Object Tracking: guides/instance-segmentation-and-tracking.md | |
- VisionEye Mapping: guides/vision-eye.md | |
- Speed Estimation: guides/speed-estimation.md | |
- Distance Calculation: guides/distance-calculation.md | |
- Queue Management: guides/queue-management.md | |
- Parking Management: guides/parking-management.md | |
- NEW 🚀 Live Inference: guides/streamlit-live-inference.md | |
- Guides: | |
- guides/index.md | |
- YOLO Common Issues: guides/yolo-common-issues.md | |
- YOLO Performance Metrics: guides/yolo-performance-metrics.md | |
- YOLO Thread-Safe Inference: guides/yolo-thread-safe-inference.md | |
- Model Deployment Options: guides/model-deployment-options.md | |
- K-Fold Cross Validation: guides/kfold-cross-validation.md | |
- Hyperparameter Tuning: guides/hyperparameter-tuning.md | |
- SAHI Tiled Inference: guides/sahi-tiled-inference.md | |
- AzureML Quickstart: guides/azureml-quickstart.md | |
- Conda Quickstart: guides/conda-quickstart.md | |
- Docker Quickstart: guides/docker-quickstart.md | |
- Raspberry Pi: guides/raspberry-pi.md | |
- NVIDIA Jetson: guides/nvidia-jetson.md | |
- DeepStream on NVIDIA Jetson: guides/deepstream-nvidia-jetson.md | |
- Triton Inference Server: guides/triton-inference-server.md | |
- Isolating Segmentation Objects: guides/isolating-segmentation-objects.md | |
- Edge TPU on Raspberry Pi: guides/coral-edge-tpu-on-raspberry-pi.md | |
- Viewing Inference Images in a Terminal: guides/view-results-in-terminal.md | |
- OpenVINO Latency vs Throughput modes: guides/optimizing-openvino-latency-vs-throughput-modes.md | |
- ROS Quickstart: guides/ros-quickstart.md | |
- Steps of a Computer Vision Project: guides/steps-of-a-cv-project.md | |
- Defining A Computer Vision Project's Goals: guides/defining-project-goals.md | |
- Data Collection and Annotation: guides/data-collection-and-annotation.md | |
- Preprocessing Annotated Data: guides/preprocessing_annotated_data.md | |
- Tips for Model Training: guides/model-training-tips.md | |
- Insights on Model Evaluation and Fine-Tuning: guides/model-evaluation-insights.md | |
- A Guide on Model Testing: guides/model-testing.md | |
- Best Practices for Model Deployment: guides/model-deployment-practices.md | |
- Maintaining Your Computer Vision Model: guides/model-monitoring-and-maintenance.md | |
- Explorer: | |
- datasets/explorer/index.md | |
- Explorer API: datasets/explorer/api.md | |
- Explorer Dashboard Demo: datasets/explorer/dashboard.md | |
- VOC Exploration Example: datasets/explorer/explorer.ipynb | |
- YOLOv5: | |
- yolov5/index.md | |
- Quickstart: yolov5/quickstart_tutorial.md | |
- Environments: | |
- Amazon Web Services (AWS): yolov5/environments/aws_quickstart_tutorial.md | |
- Google Cloud (GCP): yolov5/environments/google_cloud_quickstart_tutorial.md | |
- AzureML: yolov5/environments/azureml_quickstart_tutorial.md | |
- Docker Image: yolov5/environments/docker_image_quickstart_tutorial.md | |
- Tutorials: | |
- Train Custom Data: yolov5/tutorials/train_custom_data.md | |
- Tips for Best Training Results: yolov5/tutorials/tips_for_best_training_results.md | |
- Multi-GPU Training: yolov5/tutorials/multi_gpu_training.md | |
- PyTorch Hub: yolov5/tutorials/pytorch_hub_model_loading.md | |
- TFLite, ONNX, CoreML, TensorRT Export: yolov5/tutorials/model_export.md | |
- Test-Time Augmentation (TTA): yolov5/tutorials/test_time_augmentation.md | |
- Model Ensembling: yolov5/tutorials/model_ensembling.md | |
- Pruning/Sparsity Tutorial: yolov5/tutorials/model_pruning_and_sparsity.md | |
- Hyperparameter evolution: yolov5/tutorials/hyperparameter_evolution.md | |
- Transfer learning with frozen layers: yolov5/tutorials/transfer_learning_with_frozen_layers.md | |
- Architecture Summary: yolov5/tutorials/architecture_description.md | |
- Roboflow Datasets: yolov5/tutorials/roboflow_datasets_integration.md | |
- Neural Magic's DeepSparse: yolov5/tutorials/neural_magic_pruning_quantization.md | |
- Comet Logging: yolov5/tutorials/comet_logging_integration.md | |
- Clearml Logging: yolov5/tutorials/clearml_logging_integration.md | |
- Integrations: | |
- integrations/index.md | |
- TorchScript: integrations/torchscript.md | |
- ONNX: integrations/onnx.md | |
- OpenVINO: integrations/openvino.md | |
- TensorRT: integrations/tensorrt.md | |
- CoreML: integrations/coreml.md | |
- TF SavedModel: integrations/tf-savedmodel.md | |
- TF GraphDef: integrations/tf-graphdef.md | |
- TFLite: integrations/tflite.md | |
- TFLite Edge TPU: integrations/edge-tpu.md | |
- TF.js: integrations/tfjs.md | |
- PaddlePaddle: integrations/paddlepaddle.md | |
- NCNN: integrations/ncnn.md | |
- Comet ML: integrations/comet.md | |
- Ray Tune: integrations/ray-tune.md | |
- Roboflow: integrations/roboflow.md | |
- MLflow: integrations/mlflow.md | |
- ClearML: integrations/clearml.md | |
- DVC: integrations/dvc.md | |
- Weights & Biases: integrations/weights-biases.md | |
- Neural Magic: integrations/neural-magic.md | |
- Gradio: integrations/gradio.md | |
- TensorBoard: integrations/tensorboard.md | |
- Amazon SageMaker: integrations/amazon-sagemaker.md | |
- Paperspace Gradient: integrations/paperspace.md | |
- Google Colab: integrations/google-colab.md | |
- Kaggle: integrations/kaggle.md | |
- JupyterLab: integrations/jupyterlab.md | |
- IBM Watsonx: integrations/ibm-watsonx.md | |
- HUB: | |
- hub/index.md | |
- Web: | |
- hub/index.md | |
- Quickstart: hub/quickstart.md | |
- Datasets: hub/datasets.md | |
- Projects: hub/projects.md | |
- Models: hub/models.md | |
- Pro: hub/pro.md | |
- Cloud Training: hub/cloud-training.md | |
- Inference API: hub/inference-api.md | |
- Teams: hub/teams.md | |
- Integrations: hub/integrations.md | |
- App: | |
- hub/app/index.md | |
- iOS: hub/app/ios.md | |
- Android: hub/app/android.md | |
- Python SDK: | |
- hub/sdk/index.md | |
- Quickstart: hub/sdk/quickstart.md | |
- Model: hub/sdk/model.md | |
- Dataset: hub/sdk/dataset.md | |
- Project: hub/sdk/project.md | |
- Reference: | |
- base: | |
- api_client: hub/sdk/reference/base/api_client.md | |
- auth: hub/sdk/reference/base/auth.md | |
- crud_client: hub/sdk/reference/base/crud_client.md | |
- paginated_list: hub/sdk/reference/base/paginated_list.md | |
- server_clients: hub/sdk/reference/base/server_clients.md | |
- helpers: | |
- error_handler: hub/sdk/reference/helpers/error_handler.md | |
- exceptions: hub/sdk/reference/helpers/exceptions.md | |
- logger: hub/sdk/reference/helpers/logger.md | |
- utils: hub/sdk/reference/helpers/utils.md | |
- hub_client: hub/sdk/reference/hub_client.md | |
- modules: | |
- datasets: hub/sdk/reference/modules/datasets.md | |
- models: hub/sdk/reference/modules/models.md | |
- projects: hub/sdk/reference/modules/projects.md | |
- teams: hub/sdk/reference/modules/teams.md | |
- users: hub/sdk/reference/modules/users.md | |
- REST API: | |
- hub/api/index.md | |
- Reference: | |
- cfg: | |
- __init__: reference/cfg/__init__.md | |
- data: | |
- annotator: reference/data/annotator.md | |
- augment: reference/data/augment.md | |
- base: reference/data/base.md | |
- build: reference/data/build.md | |
- converter: reference/data/converter.md | |
- dataset: reference/data/dataset.md | |
- explorer: | |
- explorer: reference/data/explorer/explorer.md | |
- gui: | |
- dash: reference/data/explorer/gui/dash.md | |
- utils: reference/data/explorer/utils.md | |
- loaders: reference/data/loaders.md | |
- split_dota: reference/data/split_dota.md | |
- utils: reference/data/utils.md | |
- engine: | |
- exporter: reference/engine/exporter.md | |
- model: reference/engine/model.md | |
- predictor: reference/engine/predictor.md | |
- results: reference/engine/results.md | |
- trainer: reference/engine/trainer.md | |
- tuner: reference/engine/tuner.md | |
- validator: reference/engine/validator.md | |
- hub: | |
- __init__: reference/hub/__init__.md | |
- auth: reference/hub/auth.md | |
- google: | |
- __init__: reference/hub/google/__init__.md | |
- session: reference/hub/session.md | |
- utils: reference/hub/utils.md | |
- models: | |
- fastsam: | |
- model: reference/models/fastsam/model.md | |
- predict: reference/models/fastsam/predict.md | |
- utils: reference/models/fastsam/utils.md | |
- val: reference/models/fastsam/val.md | |
- nas: | |
- model: reference/models/nas/model.md | |
- predict: reference/models/nas/predict.md | |
- val: reference/models/nas/val.md | |
- rtdetr: | |
- model: reference/models/rtdetr/model.md | |
- predict: reference/models/rtdetr/predict.md | |
- train: reference/models/rtdetr/train.md | |
- val: reference/models/rtdetr/val.md | |
- sam: | |
- amg: reference/models/sam/amg.md | |
- build: reference/models/sam/build.md | |
- model: reference/models/sam/model.md | |
- modules: | |
- blocks: reference/models/sam/modules/blocks.md | |
- decoders: reference/models/sam/modules/decoders.md | |
- encoders: reference/models/sam/modules/encoders.md | |
- memory_attention: reference/models/sam/modules/memory_attention.md | |
- sam: reference/models/sam/modules/sam.md | |
- tiny_encoder: reference/models/sam/modules/tiny_encoder.md | |
- transformer: reference/models/sam/modules/transformer.md | |
- utils: reference/models/sam/modules/utils.md | |
- predict: reference/models/sam/predict.md | |
- utils: | |
- loss: reference/models/utils/loss.md | |
- ops: reference/models/utils/ops.md | |
- yolo: | |
- classify: | |
- predict: reference/models/yolo/classify/predict.md | |
- train: reference/models/yolo/classify/train.md | |
- val: reference/models/yolo/classify/val.md | |
- detect: | |
- predict: reference/models/yolo/detect/predict.md | |
- train: reference/models/yolo/detect/train.md | |
- val: reference/models/yolo/detect/val.md | |
- model: reference/models/yolo/model.md | |
- obb: | |
- predict: reference/models/yolo/obb/predict.md | |
- train: reference/models/yolo/obb/train.md | |
- val: reference/models/yolo/obb/val.md | |
- pose: | |
- predict: reference/models/yolo/pose/predict.md | |
- train: reference/models/yolo/pose/train.md | |
- val: reference/models/yolo/pose/val.md | |
- segment: | |
- predict: reference/models/yolo/segment/predict.md | |
- train: reference/models/yolo/segment/train.md | |
- val: reference/models/yolo/segment/val.md | |
- world: | |
- train: reference/models/yolo/world/train.md | |
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- nn: | |
- autobackend: reference/nn/autobackend.md | |
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- dvc: reference/utils/callbacks/dvc.md | |
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- mlflow: reference/utils/callbacks/mlflow.md | |
- neptune: reference/utils/callbacks/neptune.md | |
- raytune: reference/utils/callbacks/raytune.md | |
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- wb: reference/utils/callbacks/wb.md | |
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- metrics: reference/utils/metrics.md | |
- ops: reference/utils/ops.md | |
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- torch_utils: reference/utils/torch_utils.md | |
- triton: reference/utils/triton.md | |
- tuner: reference/utils/tuner.md | |
- Help: | |
- Help: help/index.md | |
- Frequently Asked Questions (FAQ): help/FAQ.md | |
- Contributing Guide: help/contributing.md | |
- Continuous Integration (CI) Guide: help/CI.md | |
- Contributor License Agreement (CLA): help/CLA.md | |
- Minimum Reproducible Example (MRE) Guide: help/minimum_reproducible_example.md | |
- Code of Conduct: help/code_of_conduct.md | |
- Environmental, Health and Safety (EHS) Policy: help/environmental-health-safety.md | |
- Security Policy: help/security.md | |
- Privacy Policy: help/privacy.md | |
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