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  "body_markdown": "中文\n·\n한국어\n·\n日本語\n·\nРусский\n·\nDeutsch\n·\nFrançais\n·\nEspañol\n·\nPortuguês\n·\nTürkçe\n·\nTiếng Việt\n·\nالعربية\nUltralytics YOLO Docs\n#\nUltralytics\nYOLO is a family of real-time computer vision models for object detection, instance segmentation, semantic segmentation, depth estimation, classification, pose estimation, oriented bounding boxes, and tracking, available through one Python package and CLI. YOLO26 is built on deep learning and computer vision advancements, featuring optional NMS-free end-to-end inference and optimized edge deployment. Its streamlined design makes it suitable for various applications and easily adaptable to different hardware platforms, from edge devices to cloud APIs. For stable production workloads, both\nYOLO26\nand\nYOLO11\nare recommended.\nExplore the Ultralytics Docs, a comprehensive resource covering the YOLO package and CLI as well as the\nUltralytics Platform\n, which adds data annotation, cloud training, and deployment on top of the same models. Whether you are a seasoned machine learning practitioner or new to the field, these resources help you get the most out of YOLO in your projects.\nRequest an Enterprise License for commercial use at\nUltralytics Licensing\n.\nYOLO27 is coming soon\nExplore the\nYOLO27 preview\n, including architecture details, preliminary benchmarks, and examples for use after release. Models are undergoing final R&D for an anticipated launch later this year; they are not yet available, and no launch date is set.\n🚀 New: Monocular Depth Estimation\nTurn a single photo into a depth map, a distance in meters for every pixel.\nLearn more\nGet Started in Two Commands\n#\n# Install the ultralytics package from PyPI\npip install ultralytics\n\n# Detect objects in an image with a pretrained YOLO26 model\nyolo predict model=yolo26n.pt source='https://github.com/ultralytics/assets/releases/download/v0.0.0/bus.jpg'\nThe model weights and the example image download automatically, and the annotated result is saved to the directory the command prints,\nruns/detect/predict\non a first run.\nSee the\nQuickstart\nguide for every installation method and your first prediction.\nWhat Do You Want to Do?\n#\nTrain a model on your own dataset\nFine-tune a pretrained YOLO26 model on your own dataset, tuning augmentation and hyperparameters for multi-GPU training\nTrain a custom model\nRun a model on your images or video\nLoad a pretrained model and get bounding boxes, masks, or keypoints in a few lines of Python or a single CLI command\nPredict on new data\nTrack objects across video frames\nTrack objects with persistent IDs using TrackTrack (default), BoT-SORT, ByteTrack, OC-SORT, Deep OC-SORT, or FastTracker\nMulti-object tracking\nRun a ready-made vision application\nReady-made vision apps for object counting, heatmaps, queue management, security alarms, and workouts, no training required\nExplore Solutions\nDeploy your model\nExport trained models to ONNX, TensorRT, or OpenVINO for fast inference on edge devices, mobile hardware, and cloud servers\nExport and deploy\nPick the right model\nCompare YOLO26, YOLO11, SAM 3, RT-DETR, and every other supported architecture by speed, accuracy, and use case\nBrowse all models\nLook up the Python API\nLook up classes, functions, and method signatures for the Python API, auto-generated from source on every new release\nAPI Reference\nWhat's new: YOLO26\nUltralytics' latest released model family delivers optional NMS-free end-to-end inference and an improved accuracy-latency tradeoff over YOLO11\nMeet YOLO26\nHow These Docs Are Organized\n#\nMost model workflow\nyolo\ncommands follow one grammar,\nyolo [TASK] MODE ARGS\n, where Task is optional, and these docs are organized around the same three parts, plus one shortcut:\nTask\nanswers\nwhat\nyou want from an image:\ndetection\n,\ninstance segmentation\n,\nsemantic segmentation\n,\ndepth estimation\n,\nclassification\n,\npose estimation\n, or\noriented boxes\n.\nMode\nanswers\nhow\nyou use a model:\ntrain\n,\nvalidate\n,\npredict\n,\nexport\n,\ntrack\n, or\nbenchmark\n.\nArgs\nconfigures the command, from which\nmodel\nto run with\nmodel=\nto hyperparameters like\nepochs\nand\nimgsz\n.\nSolutions\nis the shortcut: a finished application, like object counting or a security alarm, that skips Task and Mode entirely.\nEverything else supports that grammar:\nModels\nlists every architecture you can pass to\nmodel=\n— YOLO26, YOLO11, SAM 3, RT-DETR, and more —\nDatasets\nsupplies what each Task trains on,\nGuides\nis a broad collection of in-depth how-tos spanning hardware deployment, hyperparameter tuning, dataset conversion, and full project walkthroughs,\nIntegrations\nconnects the pipeline to the training and deployment tools you already use, and the\nReference\nsection documents every class and function in the Python API.\nBeyond the Python package, two more surfaces run on the same models: the\nUltralytics Platform\nfor cloud annotation, training, and deployment, and\nUltralytics Inference\n, a standalone Rust library and CLI for running exported models without a Python runtime.\nYOLO Licenses: How is Ultralytics YOLO licensed?\n#\nUltralytics offers two licensing options to accommodate diverse use cases:\nAGPL-3.0 License\n: This\nOSI-approved\nopen-source license is ideal for students and enthusiasts, promoting open collaboration and knowledge sharing. See the\nLICENSE\nfile for more details.\nEnterprise License\n: For development and production use, this license enables seamless integration of Ultralytics software and AI models into business products and services, including internal tools, automated workflows, and production deployments, bypassing the open-source requirements of AGPL-3.0. To get started, please contact us via\nUltralytics Licensing\n.\nOur licensing strategy is designed to ensure that any improvements to our open-source projects are returned to the community. We believe in open source, and our mission is to ensure that our contributions can be used and expanded in ways that benefit everyone.\nFAQ\n#\nWhat is Ultralytics YOLO and how does it improve object detection?\nUltralytics YOLO is the acclaimed YOLO (You Only Look Once) series for real-time object detection and image segmentation. The latest model,\nYOLO26\n, builds on previous versions by introducing optional NMS-free end-to-end inference and optimized edge deployment. YOLO supports various\nvision AI tasks\nsuch as\ndetection\n,\ninstance segmentation\n,\nsemantic segmentation\n,\ndepth estimation\n,\nclassification\n,\npose estimation\n, and\noriented bounding boxes\n, and can\ntrack\ndetected objects across video frames. Its efficient architecture ensures excellent speed and accuracy, making it suitable for diverse applications, including edge devices and cloud APIs.\nHow can I get started with YOLO installation and setup?\nGetting started with YOLO is quick and straightforward. Install the Ultralytics package from\npip\nwith\npip install ultralytics\n, then run your first prediction with\nyolo predict model=yolo26n.pt\n— the model weights download automatically. For comprehensive instructions covering conda, Docker, and installation from source, visit the\nQuickstart\npage.\nHow can I train a custom YOLO model on my dataset?\nTraining a custom YOLO model on your dataset involves a few detailed steps:\nPrepare your annotated dataset and describe it in a dataset YAML file.\nLoad a pretrained model, for example\nYOLO(\"yolo26n.pt\")\nin Python.\nStart training with\nmodel.train(data=\"path/to/dataset.yaml\", epochs=100, imgsz=640)\n, or from the command line with\nyolo detect train data=path/to/dataset.yaml epochs=100 imgsz=640\n.\nFor a detailed walkthrough, check out our\nTrain a Model\nguide, which includes examples and tips for optimizing your training process.\nWhat are the licensing options available for Ultralytics YOLO?\nUltralytics offers two licensing options for YOLO:\nAGPL-3.0 License\n: This open-source license is ideal for educational and non-commercial use, promoting open collaboration.\nEnterprise License\n: For development and production use, including internal tools, automated workflows, and production deployments, bypassing the open-source requirements of AGPL-3.0.\nFor more details, visit our\nLicensing\npage.\nHow can Ultralytics YOLO be used for real-time object tracking?\nUltralytics YOLO supports efficient and customizable multi-object tracking. Call\nYOLO(\"yolo26n.pt\").track(source=\"path/to/video.mp4\")\nin Python, or run\nyolo track source=path/to/video.mp4\nfrom the command line — both work with video files, live streams, and webcam input. For a detailed guide on setting up and running object tracking, check our\nTrack Mode\ndocumentation, which explains the configuration and practical applications in real-time scenarios.\nContributors\nGL\nglenn-jocher\n54\nRA\nraimbekovm\n10\nRI\nRizwanMunawar\n8\nPD\npderrenger\n6\nJK\njk4e\n4\nAY\nAyushExel\n3\nON\nonuralpszr\n1\nBO\nBovey0809\n1\nLM\nlmycross\n1\nMA\nmatt-ultralytics\n1\nLA\nLaughing-q\n1\nY-\nY-T-G\n1\nPI\npicsalex\n1\nLE\nLexBarou\n1\nCreated\nNov 12, 2023\nUpdated\n1 week ago\nComments",
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