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761 lines
35 KiB
# Ultralytics YOLO 🚀, AGPL-3.0 license |
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# Configuration file for building the Ultralytics YOLO documentation site using MkDocs. |
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# Provides settings to control site metadata, customize the appearance using the |
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# Material theme, define the navigation structure, and enable various plugins. |
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# Site metadata |
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site_name: Ultralytics YOLO Docs |
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site_description: Explore Ultralytics YOLO, a cutting-edge real-time object detection and image segmentation model for various applications and hardware platforms. |
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site_url: https://docs.ultralytics.com |
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site_author: Ultralytics |
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repo_url: https://github.com/ultralytics/ultralytics |
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edit_uri: https://github.com/ultralytics/ultralytics/tree/main/docs/en/ |
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repo_name: ultralytics/ultralytics |
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remote_name: https://github.com/ultralytics/docs |
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docs_dir: "docs/en/" # where to find the markdown files |
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site_dir: "site/" # where to publish to |
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# Theme customization |
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theme: |
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name: material |
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language: en |
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custom_dir: docs/overrides/ |
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logo: https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Reverse.svg |
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favicon: assets/favicon.ico |
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icon: |
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repo: fontawesome/brands/github |
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# font: # disabled for faster page load times |
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# text: Helvetica |
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# code: Roboto Mono |
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palette: |
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- media: "(prefers-color-scheme)" |
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toggle: |
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icon: material/brightness-auto |
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name: Switch to light mode |
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- media: "(prefers-color-scheme: dark)" |
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scheme: slate |
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primary: black |
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accent: indigo |
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toggle: |
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icon: material/brightness-4 |
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name: Switch to system preference |
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- media: "(prefers-color-scheme: light)" |
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scheme: default |
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primary: indigo |
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accent: indigo |
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toggle: |
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icon: material/brightness-7 |
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name: Switch to dark mode |
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features: |
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- content.action.edit |
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- content.code.annotate |
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- content.code.copy |
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- content.tooltips |
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- search.highlight |
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- search.share |
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- search.suggest |
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- toc.follow |
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- navigation.top |
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- navigation.tabs |
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- navigation.tabs.sticky |
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- navigation.prune |
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- navigation.footer |
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- navigation.tracking |
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- navigation.instant |
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- navigation.instant.progress |
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- navigation.indexes |
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- navigation.sections # navigation.expand or navigation.sections |
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- content.tabs.link # all code tabs change simultaneously |
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# Customization |
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copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved. |
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extra: # version: |
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# provider: mike # version drop-down menu |
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robots: robots.txt |
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analytics: |
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provider: google |
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property: G-2M5EHKC0BH |
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social: |
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- icon: fontawesome/brands/github |
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link: https://github.com/ultralytics |
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- icon: fontawesome/brands/linkedin |
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link: https://www.linkedin.com/company/ultralytics/ |
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- icon: fontawesome/brands/x-twitter |
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link: https://twitter.com/ultralytics |
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- icon: fontawesome/brands/youtube |
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link: https://youtube.com/ultralytics?sub_confirmation=1 |
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- icon: fontawesome/brands/docker |
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link: https://hub.docker.com/r/ultralytics/ultralytics/ |
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- icon: fontawesome/brands/python |
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link: https://pypi.org/project/ultralytics/ |
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- icon: fontawesome/brands/discord |
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link: https://ultralytics.com/discord |
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- icon: fontawesome/brands/reddit |
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link: https://reddit.com/r/ultralytics |
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extra_css: |
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- stylesheets/style.css |
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extra_javascript: |
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- javascript/extra.js |
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markdown_extensions: |
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- admonition |
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- md_in_html |
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- tables |
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- attr_list |
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- def_list |
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- pymdownx.critic |
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- pymdownx.caret |
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- pymdownx.keys |
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- pymdownx.mark |
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- pymdownx.tilde |
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- pymdownx.details |
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- pymdownx.superfences |
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- pymdownx.inlinehilite |
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- pymdownx.highlight: |
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anchor_linenums: true |
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- pymdownx.snippets: |
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base_path: ./ |
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- pymdownx.emoji: |
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emoji_index: !!python/name:material.extensions.emoji.twemoji |
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emoji_generator: !!python/name:material.extensions.emoji.to_svg |
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- pymdownx.tabbed: |
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alternate_style: true |
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# Validation settings https://www.mkdocs.org/user-guide/configuration/#validation |
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validation: |
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nav: |
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omitted_files: info |
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not_found: warn |
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absolute_links: info |
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links: |
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absolute_links: relative_to_docs |
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anchors: warn |
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unrecognized_links: warn |
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# Primary navigation --------------------------------------------------------------------------------------------------- |
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nav: |
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- Home: |
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- Home: index.md |
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- Quickstart: quickstart.md |
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- Modes: |
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- modes/index.md |
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- Train: modes/train.md |
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- Val: modes/val.md |
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- Predict: modes/predict.md |
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- Export: modes/export.md |
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- Track: modes/track.md |
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- Benchmark: modes/benchmark.md |
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- Tasks: |
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- tasks/index.md |
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- Detect: tasks/detect.md |
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- Segment: tasks/segment.md |
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- Classify: tasks/classify.md |
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- Pose: tasks/pose.md |
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- OBB: tasks/obb.md |
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- Models: |
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- models/index.md |
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- Datasets: |
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- datasets/index.md |
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- Solutions: |
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- solutions/index.md |
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- Guides: |
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- guides/index.md |
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- Explorer: |
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- datasets/explorer/index.md |
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- NEW 🚀 Live Inference: guides/streamlit-live-inference.md # for promotion of new pages |
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- Languages: |
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- 🇬🇧  English: https://ultralytics.com/docs/ |
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- 🇨🇳  简体中文: https://docs.ultralytics.com/zh/ |
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- 🇰🇷  한국어: https://docs.ultralytics.com/ko/ |
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- 🇯🇵  日本語: https://docs.ultralytics.com/ja/ |
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- 🇷🇺  Русский: https://docs.ultralytics.com/ru/ |
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- 🇩🇪  Deutsch: https://docs.ultralytics.com/de/ |
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- 🇫🇷  Français: https://docs.ultralytics.com/fr/ |
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- 🇪🇸  Español: https://docs.ultralytics.com/es/ |
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- 🇵🇹  Português: https://docs.ultralytics.com/pt/ |
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- 🇮🇹  Italiano: https://docs.ultralytics.com/it/ |
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- 🇹🇷  Türkçe: https://docs.ultralytics.com/tr/ |
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- 🇻🇳  Tiếng Việt: https://docs.ultralytics.com/vi/ |
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- 🇸🇦  العربية: https://docs.ultralytics.com/ar/ |
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- Quickstart: |
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- quickstart.md |
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- Usage: |
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- CLI: usage/cli.md |
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- Python: usage/python.md |
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- Callbacks: usage/callbacks.md |
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- Configuration: usage/cfg.md |
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- Simple Utilities: usage/simple-utilities.md |
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- Advanced Customization: usage/engine.md |
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- Modes: |
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- modes/index.md |
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- Train: modes/train.md |
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- Val: modes/val.md |
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- Predict: modes/predict.md |
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- Export: modes/export.md |
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- Track: modes/track.md |
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- Benchmark: modes/benchmark.md |
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- Tasks: |
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- tasks/index.md |
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- Detect: tasks/detect.md |
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- Segment: tasks/segment.md |
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- Classify: tasks/classify.md |
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- Pose: tasks/pose.md |
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- OBB: tasks/obb.md |
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- Models: |
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- models/index.md |
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- Datasets: |
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- datasets/index.md |
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- Solutions: |
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- solutions/index.md |
|
- Guides: |
|
- guides/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 |
|
- Tasks: |
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- tasks/index.md |
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- Detect: tasks/detect.md |
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- Segment: tasks/segment.md |
|
- Classify: tasks/classify.md |
|
- Pose: tasks/pose.md |
|
- OBB: tasks/obb.md |
|
- Modes: |
|
- modes/index.md |
|
- Train: modes/train.md |
|
- Val: modes/val.md |
|
- Predict: modes/predict.md |
|
- Export: modes/export.md |
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- Track: modes/track.md |
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- Benchmark: modes/benchmark.md |
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- Models: |
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- models/index.md |
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- YOLOv3: models/yolov3.md |
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- YOLOv4: models/yolov4.md |
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- YOLOv5: models/yolov5.md |
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- YOLOv6: models/yolov6.md |
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- YOLOv7: models/yolov7.md |
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- YOLOv8: models/yolov8.md |
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- YOLOv9: models/yolov9.md |
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- YOLOv10: models/yolov10.md |
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- SAM (Segment Anything Model): models/sam.md |
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- SAM 2 (Segment Anything Model 2): models/sam-2.md |
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- MobileSAM (Mobile Segment Anything Model): models/mobile-sam.md |
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- FastSAM (Fast Segment Anything Model): models/fast-sam.md |
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- YOLO-NAS (Neural Architecture Search): models/yolo-nas.md |
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- RT-DETR (Realtime Detection Transformer): models/rtdetr.md |
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- YOLO-World (Real-Time Open-Vocabulary Object Detection): models/yolo-world.md |
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- Datasets: |
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- datasets/index.md |
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- Explorer: |
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- datasets/explorer/index.md |
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- Explorer API: datasets/explorer/api.md |
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- Explorer Dashboard: datasets/explorer/dashboard.md |
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- VOC Exploration Example: datasets/explorer/explorer.ipynb |
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- Detection: |
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- datasets/detect/index.md |
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- Argoverse: datasets/detect/argoverse.md |
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- COCO: datasets/detect/coco.md |
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- LVIS: datasets/detect/lvis.md |
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- COCO8: datasets/detect/coco8.md |
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- GlobalWheat2020: datasets/detect/globalwheat2020.md |
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- Objects365: datasets/detect/objects365.md |
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- OpenImagesV7: datasets/detect/open-images-v7.md |
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- SKU-110K: datasets/detect/sku-110k.md |
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- VisDrone: datasets/detect/visdrone.md |
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- VOC: datasets/detect/voc.md |
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- xView: datasets/detect/xview.md |
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- Roboflow 100: datasets/detect/roboflow-100.md |
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- Brain-tumor: datasets/detect/brain-tumor.md |
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- African-wildlife: datasets/detect/african-wildlife.md |
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- Signature: datasets/detect/signature.md |
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- Segmentation: |
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- datasets/segment/index.md |
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- COCO: datasets/segment/coco.md |
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- COCO8-seg: datasets/segment/coco8-seg.md |
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- Crack-seg: datasets/segment/crack-seg.md |
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- Carparts-seg: datasets/segment/carparts-seg.md |
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- Package-seg: datasets/segment/package-seg.md |
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- Pose: |
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- datasets/pose/index.md |
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- COCO: datasets/pose/coco.md |
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- COCO8-pose: datasets/pose/coco8-pose.md |
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- Tiger-pose: datasets/pose/tiger-pose.md |
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- Classification: |
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- datasets/classify/index.md |
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- Caltech 101: datasets/classify/caltech101.md |
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- Caltech 256: datasets/classify/caltech256.md |
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- CIFAR-10: datasets/classify/cifar10.md |
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- CIFAR-100: datasets/classify/cifar100.md |
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- Fashion-MNIST: datasets/classify/fashion-mnist.md |
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- ImageNet: datasets/classify/imagenet.md |
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- ImageNet-10: datasets/classify/imagenet10.md |
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- Imagenette: datasets/classify/imagenette.md |
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- Imagewoof: datasets/classify/imagewoof.md |
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- MNIST: datasets/classify/mnist.md |
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- Oriented Bounding Boxes (OBB): |
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- datasets/obb/index.md |
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- DOTAv2: datasets/obb/dota-v2.md |
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- DOTA8: datasets/obb/dota8.md |
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- Multi-Object Tracking: |
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- datasets/track/index.md |
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- NEW 🚀 Solutions: |
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- solutions/index.md |
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- Analytics: guides/analytics.md |
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- Object Counting: guides/object-counting.md |
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- Object Cropping: guides/object-cropping.md |
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- Object Blurring: guides/object-blurring.md |
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- Workouts Monitoring: guides/workouts-monitoring.md |
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- Objects Counting in Regions: guides/region-counting.md |
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- Security Alarm System: guides/security-alarm-system.md |
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- Heatmaps: guides/heatmaps.md |
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- Instance Segmentation with Object Tracking: guides/instance-segmentation-and-tracking.md |
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- VisionEye Mapping: guides/vision-eye.md |
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- Speed Estimation: guides/speed-estimation.md |
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- Distance Calculation: guides/distance-calculation.md |
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- Queue Management: guides/queue-management.md |
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- Parking Management: guides/parking-management.md |
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- NEW 🚀 Live Inference: guides/streamlit-live-inference.md |
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- Guides: |
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- guides/index.md |
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- YOLO Common Issues: guides/yolo-common-issues.md |
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- YOLO Performance Metrics: guides/yolo-performance-metrics.md |
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- YOLO Thread-Safe Inference: guides/yolo-thread-safe-inference.md |
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- Model Deployment Options: guides/model-deployment-options.md |
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- K-Fold Cross Validation: guides/kfold-cross-validation.md |
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- Hyperparameter Tuning: guides/hyperparameter-tuning.md |
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- SAHI Tiled Inference: guides/sahi-tiled-inference.md |
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- AzureML Quickstart: guides/azureml-quickstart.md |
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- Conda Quickstart: guides/conda-quickstart.md |
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- Docker Quickstart: guides/docker-quickstart.md |
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- Raspberry Pi: guides/raspberry-pi.md |
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- NVIDIA Jetson: guides/nvidia-jetson.md |
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- DeepStream on NVIDIA Jetson: guides/deepstream-nvidia-jetson.md |
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- Triton Inference Server: guides/triton-inference-server.md |
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- Isolating Segmentation Objects: guides/isolating-segmentation-objects.md |
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- Edge TPU on Raspberry Pi: guides/coral-edge-tpu-on-raspberry-pi.md |
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- Viewing Inference Images in a Terminal: guides/view-results-in-terminal.md |
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- OpenVINO Latency vs Throughput modes: guides/optimizing-openvino-latency-vs-throughput-modes.md |
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- ROS Quickstart: guides/ros-quickstart.md |
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- Steps of a Computer Vision Project: guides/steps-of-a-cv-project.md |
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- Defining A Computer Vision Project's Goals: guides/defining-project-goals.md |
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- Data Collection and Annotation: guides/data-collection-and-annotation.md |
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- Preprocessing Annotated Data: guides/preprocessing_annotated_data.md |
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- Tips for Model Training: guides/model-training-tips.md |
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- Insights on Model Evaluation and Fine-Tuning: guides/model-evaluation-insights.md |
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- A Guide on Model Testing: guides/model-testing.md |
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- Best Practices for Model Deployment: guides/model-deployment-practices.md |
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- Maintaining Your Computer Vision Model: guides/model-monitoring-and-maintenance.md |
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- Explorer: |
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- datasets/explorer/index.md |
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- Explorer API: datasets/explorer/api.md |
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- Explorer Dashboard Demo: datasets/explorer/dashboard.md |
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- VOC Exploration Example: datasets/explorer/explorer.ipynb |
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- YOLOv5: |
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- yolov5/index.md |
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- Quickstart: yolov5/quickstart_tutorial.md |
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- Environments: |
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- Amazon Web Services (AWS): yolov5/environments/aws_quickstart_tutorial.md |
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- Google Cloud (GCP): yolov5/environments/google_cloud_quickstart_tutorial.md |
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- AzureML: yolov5/environments/azureml_quickstart_tutorial.md |
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- Docker Image: yolov5/environments/docker_image_quickstart_tutorial.md |
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- Tutorials: |
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- Train Custom Data: yolov5/tutorials/train_custom_data.md |
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- Tips for Best Training Results: yolov5/tutorials/tips_for_best_training_results.md |
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- Multi-GPU Training: yolov5/tutorials/multi_gpu_training.md |
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- PyTorch Hub: yolov5/tutorials/pytorch_hub_model_loading.md |
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- TFLite, ONNX, CoreML, TensorRT Export: yolov5/tutorials/model_export.md |
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- Test-Time Augmentation (TTA): yolov5/tutorials/test_time_augmentation.md |
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- Model Ensembling: yolov5/tutorials/model_ensembling.md |
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- Pruning/Sparsity Tutorial: yolov5/tutorials/model_pruning_and_sparsity.md |
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- Hyperparameter evolution: yolov5/tutorials/hyperparameter_evolution.md |
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- Transfer learning with frozen layers: yolov5/tutorials/transfer_learning_with_frozen_layers.md |
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- Architecture Summary: yolov5/tutorials/architecture_description.md |
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- Roboflow Datasets: yolov5/tutorials/roboflow_datasets_integration.md |
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- Neural Magic's DeepSparse: yolov5/tutorials/neural_magic_pruning_quantization.md |
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- Comet Logging: yolov5/tutorials/comet_logging_integration.md |
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- Clearml Logging: yolov5/tutorials/clearml_logging_integration.md |
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- Integrations: |
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- integrations/index.md |
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- TorchScript: integrations/torchscript.md |
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- ONNX: integrations/onnx.md |
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- OpenVINO: integrations/openvino.md |
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- TensorRT: integrations/tensorrt.md |
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- CoreML: integrations/coreml.md |
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- TF SavedModel: integrations/tf-savedmodel.md |
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- TF GraphDef: integrations/tf-graphdef.md |
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- TFLite: integrations/tflite.md |
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- TFLite Edge TPU: integrations/edge-tpu.md |
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- TF.js: integrations/tfjs.md |
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- PaddlePaddle: integrations/paddlepaddle.md |
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- NCNN: integrations/ncnn.md |
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- Comet ML: integrations/comet.md |
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- Ray Tune: integrations/ray-tune.md |
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- Roboflow: integrations/roboflow.md |
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- MLflow: integrations/mlflow.md |
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- ClearML: integrations/clearml.md |
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- DVC: integrations/dvc.md |
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- Weights & Biases: integrations/weights-biases.md |
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- Neural Magic: integrations/neural-magic.md |
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- Gradio: integrations/gradio.md |
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- TensorBoard: integrations/tensorboard.md |
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- Amazon SageMaker: integrations/amazon-sagemaker.md |
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- Paperspace Gradient: integrations/paperspace.md |
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- Google Colab: integrations/google-colab.md |
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- Kaggle: integrations/kaggle.md |
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- JupyterLab: integrations/jupyterlab.md |
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- IBM Watsonx: integrations/ibm-watsonx.md |
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- VS Code: integrations/vscode.md |
|
- HUB: |
|
- hub/index.md |
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- Web: |
|
- hub/index.md |
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- Quickstart: hub/quickstart.md |
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- Datasets: hub/datasets.md |
|
- Projects: hub/projects.md |
|
- Models: hub/models.md |
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- Pro: hub/pro.md |
|
- Cloud Training: hub/cloud-training.md |
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- 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 |
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- converter: reference/data/converter.md |
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- dataset: reference/data/dataset.md |
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- explorer: |
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- session: reference/hub/session.md |
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- utils: reference/hub/utils.md |
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- models: |
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- model: reference/models/fastsam/model.md |
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- predict: reference/models/fastsam/predict.md |
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- utils: reference/models/fastsam/utils.md |
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- val: reference/models/fastsam/val.md |
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- val: reference/models/nas/val.md |
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- sam: reference/models/sam/modules/sam.md |
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- tiny_encoder: reference/models/sam/modules/tiny_encoder.md |
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- transformer: reference/models/sam/modules/transformer.md |
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- utils: reference/models/sam/modules/utils.md |
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- predict: reference/models/sam/predict.md |
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- utils: |
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- loss: reference/models/utils/loss.md |
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- ops: reference/models/utils/ops.md |
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- yolo: |
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- classify: |
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- predict: reference/models/yolo/classify/predict.md |
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- train: reference/models/yolo/classify/train.md |
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- val: reference/models/yolo/classify/val.md |
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- detect: |
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- predict: reference/models/yolo/detect/predict.md |
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- train: reference/models/yolo/detect/train.md |
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- val: reference/models/yolo/detect/val.md |
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- model: reference/models/yolo/model.md |
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- obb: |
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- predict: reference/models/yolo/obb/predict.md |
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- train: reference/models/yolo/obb/train.md |
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- val: reference/models/yolo/obb/val.md |
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- train_world: reference/models/yolo/world/train_world.md |
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- nn: |
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- autobackend: reference/nn/autobackend.md |
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- modules: |
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- activation: reference/nn/modules/activation.md |
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- block: reference/nn/modules/block.md |
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- conv: reference/nn/modules/conv.md |
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- head: reference/nn/modules/head.md |
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- transformer: reference/nn/modules/transformer.md |
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- utils: reference/nn/modules/utils.md |
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- solutions: |
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- analytics: reference/solutions/analytics.md |
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- track: reference/trackers/track.md |
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- utils: |
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- gmc: reference/trackers/utils/gmc.md |
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- kalman_filter: reference/trackers/utils/kalman_filter.md |
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- matching: reference/trackers/utils/matching.md |
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- utils: |
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- __init__: reference/utils/__init__.md |
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- autobatch: reference/utils/autobatch.md |
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- benchmarks: reference/utils/benchmarks.md |
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- callbacks: |
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- base: reference/utils/callbacks/base.md |
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- clearml: reference/utils/callbacks/clearml.md |
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- comet: reference/utils/callbacks/comet.md |
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- dvc: reference/utils/callbacks/dvc.md |
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- hub: reference/utils/callbacks/hub.md |
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- mlflow: reference/utils/callbacks/mlflow.md |
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- neptune: reference/utils/callbacks/neptune.md |
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- raytune: reference/utils/callbacks/raytune.md |
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- tensorboard: reference/utils/callbacks/tensorboard.md |
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- wb: reference/utils/callbacks/wb.md |
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- checks: reference/utils/checks.md |
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- dist: reference/utils/dist.md |
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- downloads: reference/utils/downloads.md |
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- files: reference/utils/files.md |
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- instance: reference/utils/instance.md |
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- loss: reference/utils/loss.md |
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- metrics: reference/utils/metrics.md |
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- ops: reference/utils/ops.md |
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- patches: reference/utils/patches.md |
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- plotting: reference/utils/plotting.md |
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- tal: reference/utils/tal.md |
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- torch_utils: reference/utils/torch_utils.md |
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- triton: reference/utils/triton.md |
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- tuner: reference/utils/tuner.md |
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- Help: |
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- Help: help/index.md |
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- Frequently Asked Questions (FAQ): help/FAQ.md |
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- Contributing Guide: help/contributing.md |
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- Continuous Integration (CI) Guide: help/CI.md |
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- Contributor License Agreement (CLA): help/CLA.md |
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- Minimum Reproducible Example (MRE) Guide: help/minimum_reproducible_example.md |
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- Code of Conduct: help/code_of_conduct.md |
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- Environmental, Health and Safety (EHS) Policy: help/environmental-health-safety.md |
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- Security Policy: help/security.md |
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