# Ultralytics YOLO 🚀, AGPL-3.0 license site_name: Ultralytics YOLOv8 Docs site_description: Explore Ultralytics YOLOv8, 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 edit_uri: https://github.com/ultralytics/ultralytics/tree/main/docs/en/ 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: name: material language: en custom_dir: docs/overrides/ logo: https://github.com/ultralytics/assets/raw/main/logo/Ultralytics_Logotype_Reverse.svg favicon: assets/favicon.ico icon: repo: fontawesome/brands/github # font: # disabled for faster page load times # text: Helvetica # code: Roboto Mono palette: - media: "(prefers-color-scheme)" toggle: icon: material/brightness-auto name: Switch to light mode - media: "(prefers-color-scheme: dark)" scheme: slate primary: black accent: indigo toggle: icon: material/brightness-4 name: Switch to system preference - media: "(prefers-color-scheme: light)" scheme: default primary: indigo accent: indigo toggle: icon: material/brightness-7 name: Switch to dark mode features: # - announce.dismiss - content.action.edit - content.code.annotate - content.code.copy - content.tooltips - search.highlight - search.share - search.suggest - toc.follow - navigation.top - navigation.tabs - navigation.tabs.sticky - navigation.prune - navigation.footer - navigation.tracking - navigation.instant - navigation.instant.progress - navigation.indexes - navigation.sections # navigation.expand or navigation.sections - content.tabs.link # all code tabs change simultaneously # Customization copyright: © 2024 Ultralytics Inc. 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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 - Guides: - guides/index.md - NEW 🚀 Explorer: - datasets/explorer/index.md - 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/ - 🇮🇳  हिन्दी: https://docs.ultralytics.com/hi/ - 🇸🇦  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 - 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 - SAM (Segment Anything Model): models/sam.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 - NEW 🚀 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 - 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 🚀 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 - 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 - 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 - Real-World Projects: - 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 - 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 - NVIDIA Jetson Nano Deployment: yolov5/tutorials/running_on_jetson_nano.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 - HUB: - Cloud: - hub/index.md - Quickstart: hub/quickstart.md - Datasets: hub/datasets.md - Projects: hub/projects.md - Models: hub/models.md - Cloud Training: hub/cloud-training.md - Integrations: hub/integrations.md - Inference API: hub/inference-api.md - On-Premise: - hub/on-premise/index.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 - session: reference/hub/session.md - utils: reference/hub/utils.md - models: - fastsam: - model: reference/models/fastsam/model.md - predict: reference/models/fastsam/predict.md - prompt: reference/models/fastsam/prompt.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: - decoders: reference/models/sam/modules/decoders.md - encoders: reference/models/sam/modules/encoders.md - sam: reference/models/sam/modules/sam.md - tiny_encoder: reference/models/sam/modules/tiny_encoder.md - transformer: reference/models/sam/modules/transformer.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 - train_world: reference/models/yolo/world/train_world.md - nn: - autobackend: reference/nn/autobackend.md - modules: - block: reference/nn/modules/block.md - conv: reference/nn/modules/conv.md - head: reference/nn/modules/head.md - transformer: reference/nn/modules/transformer.md - utils: reference/nn/modules/utils.md - tasks: reference/nn/tasks.md - solutions: - ai_gym: reference/solutions/ai_gym.md - distance_calculation: reference/solutions/distance_calculation.md - heatmap: reference/solutions/heatmap.md - object_counter: reference/solutions/object_counter.md - queue_management: reference/solutions/queue_management.md - speed_estimation: reference/solutions/speed_estimation.md - trackers: - basetrack: reference/trackers/basetrack.md - bot_sort: reference/trackers/bot_sort.md - byte_tracker: reference/trackers/byte_tracker.md - track: reference/trackers/track.md - utils: - gmc: reference/trackers/utils/gmc.md - kalman_filter: reference/trackers/utils/kalman_filter.md - matching: reference/trackers/utils/matching.md - utils: - __init__: reference/utils/__init__.md - autobatch: reference/utils/autobatch.md - benchmarks: reference/utils/benchmarks.md - callbacks: - base: reference/utils/callbacks/base.md - clearml: reference/utils/callbacks/clearml.md - comet: reference/utils/callbacks/comet.md - dvc: reference/utils/callbacks/dvc.md - hub: reference/utils/callbacks/hub.md - mlflow: reference/utils/callbacks/mlflow.md - neptune: reference/utils/callbacks/neptune.md - raytune: reference/utils/callbacks/raytune.md - tensorboard: reference/utils/callbacks/tensorboard.md - wb: reference/utils/callbacks/wb.md - checks: reference/utils/checks.md - dist: reference/utils/dist.md - downloads: reference/utils/downloads.md - errors: reference/utils/errors.md - files: reference/utils/files.md - instance: reference/utils/instance.md - loss: reference/utils/loss.md - metrics: reference/utils/metrics.md - ops: reference/utils/ops.md - patches: reference/utils/patches.md - plotting: reference/utils/plotting.md - tal: reference/utils/tal.md - 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 # Plugins including 301 redirects navigation --------------------------------------------------------------------------- plugins: - search: lang: en - mkdocstrings: enabled: true default_handler: python handlers: python: options: docstring_style: google show_root_heading: true show_source: true - ultralytics: add_desc: False add_image: True add_authors: True add_json_ld: True add_share_buttons: True default_image: https://github.com/ultralytics/assets/blob/main/yolov8/banner-yolov8.png - mkdocs-jupyter - redirects: redirect_maps: callbacks.md: 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yolov5/tutorials/model_ensembling.md yolov5/tutorials/pytorch_hub_tutorial.md: yolov5/tutorials/pytorch_hub_model_loading.md yolov5/tutorials/yolov5_architecture_tutorial.md: yolov5/tutorials/architecture_description.md yolov5/tutorials/multi_gpu_training_tutorial.md: yolov5/tutorials/multi_gpu_training.md yolov5/tutorials/yolov5_pytorch_hub_tutorial.md: yolov5/tutorials/pytorch_hub_model_loading.md yolov5/tutorials/model_export_tutorial.md: yolov5/tutorials/model_export.md yolov5/tutorials/jetson_nano_tutorial.md: yolov5/tutorials/running_on_jetson_nano.md yolov5/tutorials/yolov5_model_ensembling_tutorial.md: yolov5/tutorials/model_ensembling.md yolov5/tutorials/roboflow_integration.md: yolov5/tutorials/roboflow_datasets_integration.md yolov5/tutorials/pruning_and_sparsity_tutorial.md: yolov5/tutorials/model_pruning_and_sparsity.md yolov5/tutorials/yolov5_transfer_learning_with_frozen_layers_tutorial.md: yolov5/tutorials/transfer_learning_with_frozen_layers.md yolov5/tutorials/transfer_learning_with_frozen_layers_tutorial.md: yolov5/tutorials/transfer_learning_with_frozen_layers.md yolov5/tutorials/yolov5_model_export_tutorial.md: yolov5/tutorials/model_export.md yolov5/tutorials/neural_magic_tutorial.md: yolov5/tutorials/neural_magic_pruning_quantization.md yolov5/tutorials/yolov5_clearml_integration_tutorial.md: yolov5/tutorials/clearml_logging_integration.md yolov5/tutorials/yolov5_train_custom_data.md: yolov5/tutorials/train_custom_data.md yolov5/tutorials/comet_integration_tutorial.md: yolov5/tutorials/comet_logging_integration.md yolov5/tutorials/yolov5_pruning_and_sparsity_tutorial.md: yolov5/tutorials/model_pruning_and_sparsity.md yolov5/tutorials/yolov5_jetson_nano_tutorial.md: yolov5/tutorials/running_on_jetson_nano.md yolov5/tutorials/yolov5_roboflow_integration.md: yolov5/tutorials/roboflow_datasets_integration.md yolov5/tutorials/hyperparameter_evolution_tutorial.md: yolov5/tutorials/hyperparameter_evolution.md yolov5/tutorials/yolov5_hyperparameter_evolution_tutorial.md: yolov5/tutorials/hyperparameter_evolution.md yolov5/tutorials/clearml_integration_tutorial.md: yolov5/tutorials/clearml_logging_integration.md yolov5/tutorials/test_time_augmentation_tutorial.md: yolov5/tutorials/test_time_augmentation.md yolov5/tutorials/yolov5_test_time_augmentation_tutorial.md: yolov5/tutorials/test_time_augmentation.md yolov5/environments/yolov5_amazon_web_services_quickstart_tutorial.md: yolov5/environments/aws_quickstart_tutorial.md yolov5/environments/yolov5_google_cloud_platform_quickstart_tutorial.md: yolov5/environments/google_cloud_quickstart_tutorial.md yolov5/environments/yolov5_docker_image_quickstart_tutorial.md: yolov5/environments/docker_image_quickstart_tutorial.md