From 9a28b450efcf2df1e53e7217bf0cde08a0f2d113 Mon Sep 17 00:00:00 2001 From: pderrenger Date: Thu, 20 Aug 2026 21:50:04 +0200 Subject: [PATCH] Remove trailing slashes from Ultralytics URLs and update redirected links --- .github/ISSUE_TEMPLATE/bug-report.yml | 4 ++-- .github/ISSUE_TEMPLATE/config.yml | 4 ++-- .github/ISSUE_TEMPLATE/feature-request.yml | 2 +- .github/ISSUE_TEMPLATE/question.yml | 2 +- README.md | 6 +++--- replicate_metadata.py | 18 +++++++++--------- yolo11n/README.md | 8 ++++---- yolo26/cls/README.md | 10 +++++----- yolo26/detect/README.md | 10 +++++----- yolo26/obb/README.md | 10 +++++----- yolo26/pose/README.md | 10 +++++----- yolo26/seg/README.md | 10 +++++----- yolo26/sem/README.md | 10 +++++----- yoloe11s/README.md | 12 ++++++------ yolov8s-worldv2/README.md | 12 ++++++------ 15 files changed, 64 insertions(+), 64 deletions(-) diff --git a/.github/ISSUE_TEMPLATE/bug-report.yml b/.github/ISSUE_TEMPLATE/bug-report.yml index 3712fdb..02c608a 100644 --- a/.github/ISSUE_TEMPLATE/bug-report.yml +++ b/.github/ISSUE_TEMPLATE/bug-report.yml @@ -15,7 +15,7 @@ body: attributes: label: Search before asking description: > - Please search the Ultralytics [Docs](https://docs.ultralytics.com/) and [issues](https://github.com/ultralytics/replicate/issues) to see if a similar bug report already exists. + Please search the Ultralytics [Docs](https://docs.ultralytics.com) and [issues](https://github.com/ultralytics/replicate/issues) to see if a similar bug report already exists. options: - label: > I have searched the Ultralytics Replicate [issues](https://github.com/ultralytics/replicate/issues) and found no similar bug report. @@ -75,7 +75,7 @@ body: attributes: label: Minimal Reproducible Example description: > - When asking a question, people will be better able to provide help if you provide code that they can easily understand and use to **reproduce** the problem. This is referred to by community members as creating a [minimal reproducible example](https://docs.ultralytics.com/help/minimum-reproducible-example/). + When asking a question, people will be better able to provide help if you provide code that they can easily understand and use to **reproduce** the problem. This is referred to by community members as creating a [minimal reproducible example](https://docs.ultralytics.com/help/minimum-reproducible-example). placeholder: | ```bash # Commands to reproduce your issue here diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml index 6c4f6ab..1b5407b 100644 --- a/.github/ISSUE_TEMPLATE/config.yml +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -3,13 +3,13 @@ blank_issues_enabled: true contact_links: - name: 📄 Docs - url: https://docs.ultralytics.com/ + url: https://docs.ultralytics.com about: Full Ultralytics YOLO Documentation - name: 🔗 Replicate Docs url: https://replicate.com/docs about: Official Replicate Documentation - name: 💬 Forum - url: https://community.ultralytics.com/ + url: https://community.ultralytics.com about: Ask on Ultralytics Community Forum - name: 🎧 Discord url: https://ultralytics.com/discord diff --git a/.github/ISSUE_TEMPLATE/feature-request.yml b/.github/ISSUE_TEMPLATE/feature-request.yml index abfea6d..3708d99 100644 --- a/.github/ISSUE_TEMPLATE/feature-request.yml +++ b/.github/ISSUE_TEMPLATE/feature-request.yml @@ -15,7 +15,7 @@ body: attributes: label: Search before asking description: > - Please search the Ultralytics [Docs](https://docs.ultralytics.com/) and [issues](https://github.com/ultralytics/replicate/issues) to see if a similar feature request already exists. + Please search the Ultralytics [Docs](https://docs.ultralytics.com) and [issues](https://github.com/ultralytics/replicate/issues) to see if a similar feature request already exists. options: - label: > I have searched the Ultralytics Replicate [issues](https://github.com/ultralytics/replicate/issues) and found no similar feature requests. diff --git a/.github/ISSUE_TEMPLATE/question.yml b/.github/ISSUE_TEMPLATE/question.yml index 12ef0bb..4a1c152 100644 --- a/.github/ISSUE_TEMPLATE/question.yml +++ b/.github/ISSUE_TEMPLATE/question.yml @@ -14,7 +14,7 @@ body: attributes: label: Search before asking description: > - Please search the Ultralytics [Docs](https://docs.ultralytics.com/), [issues](https://github.com/ultralytics/replicate/issues) and [discussions](https://github.com/orgs/ultralytics/discussions) to see if a similar question already exists. + Please search the Ultralytics [Docs](https://docs.ultralytics.com), [issues](https://github.com/ultralytics/replicate/issues) and [discussions](https://github.com/orgs/ultralytics/discussions) to see if a similar question already exists. options: - label: > I have searched the Ultralytics Replicate [issues](https://github.com/ultralytics/replicate/issues) and [discussions](https://github.com/orgs/ultralytics/discussions) and found no similar questions. diff --git a/README.md b/README.md index 9a0f217..da9236b 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -Ultralytics logo +Ultralytics logo # 🚀 Ultralytics Replicate @@ -8,8 +8,8 @@ Deploy Ultralytics YOLO models to Replicate with ready-to-use Cog configurations [![Ultralytics Actions](https://github.com/ultralytics/replicate/actions/workflows/format.yml/badge.svg)](https://github.com/ultralytics/replicate/actions/workflows/format.yml) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) -[![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) -[![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://reddit.com/r/ultralytics) +[![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) +[![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) Replicate AI diff --git a/replicate_metadata.py b/replicate_metadata.py index f0189e6..22349cf 100644 --- a/replicate_metadata.py +++ b/replicate_metadata.py @@ -60,41 +60,41 @@ SPECS: dict[str, dict[str, str]] = { "yolo11n": { "description": "Ultralytics YOLO11n object detection (COCO) — fast CPU PyTorch inference.", - "paper_url": "https://docs.ultralytics.com/models/yolo11/", + "paper_url": "https://docs.ultralytics.com/models/yolo11", "weights_url": "https://platform.ultralytics.com/ultralytics/yolo11", }, "yolov8s-worldv2": { "description": "Open-vocabulary YOLOv8s-WorldV2 detection — detect any classes you name.", - "paper_url": "https://docs.ultralytics.com/models/yolo-world/", + "paper_url": "https://docs.ultralytics.com/models/yolo-world", "weights_url": "https://platform.ultralytics.com/ultralytics/yolov8", }, "yoloe-11s": { "description": "YOLOE-11S open-vocabulary segmentation with text class prompts.", - "paper_url": "https://docs.ultralytics.com/models/yoloe/", + "paper_url": "https://docs.ultralytics.com/models/yoloe", }, "yolo26": { "description": "Ultralytics YOLO26 object detection (COCO), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/models/yolo26/", + "paper_url": "https://docs.ultralytics.com/models/yolo26", }, "yolo26-seg": { "description": "Ultralytics YOLO26 instance segmentation (COCO-Seg), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/tasks/segment/", + "paper_url": "https://docs.ultralytics.com/tasks/segment", }, "yolo26-sem": { "description": "Ultralytics YOLO26 semantic segmentation (Cityscapes), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/tasks/semantic/", + "paper_url": "https://docs.ultralytics.com/tasks/semantic", }, "yolo26-cls": { "description": "Ultralytics YOLO26 image classification (ImageNet), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/tasks/classify/", + "paper_url": "https://docs.ultralytics.com/tasks/classify", }, "yolo26-pose": { "description": "Ultralytics YOLO26 pose estimation (COCO-Pose), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/tasks/pose/", + "paper_url": "https://docs.ultralytics.com/tasks/pose", }, "yolo26-obb": { "description": "Ultralytics YOLO26 oriented bounding box detection (DOTAv1), selectable size n/s/m/l/x.", - "paper_url": "https://docs.ultralytics.com/tasks/obb/", + "paper_url": "https://docs.ultralytics.com/tasks/obb", }, } diff --git a/yolo11n/README.md b/yolo11n/README.md index a4ca05c..9d106ea 100644 --- a/yolo11n/README.md +++ b/yolo11n/README.md @@ -2,7 +2,7 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) [![Run Ultralytics on Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/ultralytics/ultralytics) [![Open Ultralytics In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [![Open Ultralytics In Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/models/ultralytics/yolo26) [![Open Ultralytics In Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ultralytics/ultralytics/HEAD?labpath=examples%2Ftutorial.ipynb) @@ -10,13 +10,13 @@ This endpoint runs Ultralytics YOLO11n, the nano variant of the YOLO11 family, for real-time object detection on the 80 [COCO](https://docs.ultralytics.com/datasets/detect/coco) classes. It loads the fixed `yolo11n.pt` weights (this endpoint is not size-selectable) and returns an annotated image plus optional JSON detections. Inputs let you tune confidence, IoU (NMS) threshold, and image size at inference time. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -94,4 +94,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/cls/README.md b/yolo26/cls/README.md index 29fd04d..8153ffd 100644 --- a/yolo26/cls/README.md +++ b/yolo26/cls/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Classification -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [image classification](https://docs.ultralytics.com/tasks/classify), predicting the top [ImageNet](https://docs.ultralytics.com/datasets/classify/imagenet) classes (1000 categories) for an input image. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [image classification](https://docs.ultralytics.com/tasks/classify), predicting the top [ImageNet](https://docs.ultralytics.com/datasets/classify/imagenet) classes (1000 categories) for an input image. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/detect/README.md b/yolo26/detect/README.md index 479fb98..9ca208d 100644 --- a/yolo26/detect/README.md +++ b/yolo26/detect/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Detection -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [object detection](https://docs.ultralytics.com/tasks/detect), localizing the 80 [COCO](https://docs.ultralytics.com/datasets/detect/coco) object classes with axis-aligned bounding boxes. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [object detection](https://docs.ultralytics.com/tasks/detect), localizing the 80 [COCO](https://docs.ultralytics.com/datasets/detect/coco) object classes with axis-aligned bounding boxes. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/obb/README.md b/yolo26/obb/README.md index da1fe89..e770ae0 100644 --- a/yolo26/obb/README.md +++ b/yolo26/obb/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Oriented Bounding Boxes (OBB) -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [oriented bounding box (OBB) detection](https://docs.ultralytics.com/tasks/obb) on the 15 [DOTAv1](https://docs.ultralytics.com/datasets/obb/dota-v2#dota-v10) aerial classes, predicting rotated boxes for overhead imagery. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [oriented bounding box (OBB) detection](https://docs.ultralytics.com/tasks/obb) on the 15 [DOTAv1](https://docs.ultralytics.com/datasets/obb/dota-v2#dota-v10) aerial classes, predicting rotated boxes for overhead imagery. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/pose/README.md b/yolo26/pose/README.md index ffdb91b..daca1f8 100644 --- a/yolo26/pose/README.md +++ b/yolo26/pose/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Pose Estimation -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [pose estimation](https://docs.ultralytics.com/tasks/pose), detecting human body keypoints and skeletons for the [COCO-Pose](https://docs.ultralytics.com/datasets/pose/coco) 'person' class. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [pose estimation](https://docs.ultralytics.com/tasks/pose), detecting human body keypoints and skeletons for the [COCO-Pose](https://docs.ultralytics.com/datasets/pose/coco) 'person' class. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/seg/README.md b/yolo26/seg/README.md index dede252..84dd984 100644 --- a/yolo26/seg/README.md +++ b/yolo26/seg/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Instance Segmentation -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [instance segmentation](https://docs.ultralytics.com/tasks/segment) on the 80 [COCO-Seg](https://docs.ultralytics.com/datasets/segment/coco) classes, returning a per-object mask in addition to each bounding box. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [instance segmentation](https://docs.ultralytics.com/tasks/segment) on the 80 [COCO-Seg](https://docs.ultralytics.com/datasets/segment/coco) classes, returning a per-object mask in addition to each bounding box. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolo26/sem/README.md b/yolo26/sem/README.md index 080da05..9f0d3a2 100644 --- a/yolo26/sem/README.md +++ b/yolo26/sem/README.md @@ -2,13 +2,13 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://img.shields.io/pepy/dt/ultralytics?color=blue)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) # Ultralytics YOLO26 Semantic Segmentation -[Ultralytics](https://www.ultralytics.com/) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [semantic segmentation](https://docs.ultralytics.com/tasks/semantic), assigning every pixel one of the 19 [Cityscapes](https://docs.ultralytics.com/datasets/semantic/cityscapes) urban-scene classes. +[Ultralytics](https://www.ultralytics.com) creates cutting-edge, state-of-the-art (SOTA) [YOLO models](https://www.ultralytics.com/yolo) built on years of foundational research in computer vision and AI. [YOLO26](https://docs.ultralytics.com/models/yolo26) is the latest generation — **fast**, **accurate**, and **easy to use**. This Replicate deployment runs YOLO26 on CPU with a runtime-selectable model size (n/s/m/l/x); this endpoint performs [semantic segmentation](https://docs.ultralytics.com/tasks/semantic), assigning every pixel one of the 19 [Cityscapes](https://docs.ultralytics.com/datasets/semantic/cityscapes) urban-scene classes. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). @@ -16,7 +16,7 @@ Request an Enterprise License for commercial use at [Ultralytics Licensing](http ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -92,4 +92,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yoloe11s/README.md b/yoloe11s/README.md index ff4fcf6..a5a0a4f 100644 --- a/yoloe11s/README.md +++ b/yoloe11s/README.md @@ -2,21 +2,21 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) [![Run Ultralytics on Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/ultralytics/ultralytics) [![Open Ultralytics In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [![Open Ultralytics In Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/models/ultralytics/yolo26) [![Open Ultralytics In Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ultralytics/ultralytics/HEAD?labpath=examples%2Ftutorial.ipynb) # Ultralytics YOLOE-11S Open-Vocabulary Instance Segmentation -This endpoint deploys Ultralytics [YOLOE](https://docs.ultralytics.com/models/yoloe/)-11S (`yoloe-11s-seg.pt`), a real-time open-vocabulary instance segmentation model that detects and segments arbitrary object classes from text prompts. The Replicate endpoint accepts a comma-separated `class_names` input, which is applied via `set_classes()` before inference; when `class_names` is left empty it falls back to the prompt-free weights (`yoloe-11s-seg-pf.pt`) that detect from a built-in vocabulary. Both detection boxes and pixel-precise segmentation masks are returned on the annotated image, with optional JSON. +This endpoint deploys Ultralytics [YOLOE](https://docs.ultralytics.com/models/yoloe)-11S (`yoloe-11s-seg.pt`), a real-time open-vocabulary instance segmentation model that detects and segments arbitrary object classes from text prompts. The Replicate endpoint accepts a comma-separated `class_names` input, which is applied via `set_classes()` before inference; when `class_names` is left empty it falls back to the prompt-free weights (`yoloe-11s-seg-pf.pt`) that detect from a built-in vocabulary. Both detection boxes and pixel-precise segmentation masks are returned on the annotated image, with optional JSON. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -71,7 +71,7 @@ YOLOE-11 open-vocabulary instance segmentation models. This endpoint serves **YO | YOLOE-11M | yoloe-11m-seg.pt | yoloe-11m-seg-pf.pt | Instance Segmentation | | YOLOE-11L | yoloe-11l-seg.pt | yoloe-11l-seg-pf.pt | Instance Segmentation | -- YOLOE improves by **+3.5 AP** over YOLO-Worldv2 on LVIS while using about a third of the training resources and ~1.4× faster inference, and supports text prompts, visual prompts, and a prompt-free mode. See the [YOLOE docs](https://docs.ultralytics.com/models/yoloe/). +- YOLOE improves by **+3.5 AP** over YOLO-Worldv2 on LVIS while using about a third of the training resources and ~1.4× faster inference, and supports text prompts, visual prompts, and a prompt-free mode. See the [YOLOE docs](https://docs.ultralytics.com/models/yoloe). - This endpoint serves **YOLOE-11S**; the larger 11M/11L variants are shown for reference. ## 🧩 Integrations @@ -93,4 +93,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics! diff --git a/yolov8s-worldv2/README.md b/yolov8s-worldv2/README.md index 39ed718..d33aca1 100644 --- a/yolov8s-worldv2/README.md +++ b/yolov8s-worldv2/README.md @@ -2,21 +2,21 @@ [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) | [Türkçe](https://docs.ultralytics.com/tr) | [Tiếng Việt](https://docs.ultralytics.com/vi) | [العربية](https://docs.ultralytics.com/ar) -[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com/) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) +[![Ultralytics CI](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml/badge.svg)](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [![Ultralytics Downloads](https://static.pepy.tech/badge/ultralytics)](https://clickpy.clickhouse.com/dashboard/ultralytics) [![Ultralytics Discord](https://img.shields.io/discord/1089800235347353640?logo=discord&logoColor=white&label=Discord&color=blue)](https://discord.com/invite/ultralytics) [![Ultralytics Forums](https://img.shields.io/discourse/users?server=https%3A%2F%2Fcommunity.ultralytics.com&logo=discourse&label=Forums&color=blue)](https://community.ultralytics.com) [![Ultralytics Reddit](https://img.shields.io/reddit/subreddit-subscribers/ultralytics?style=flat&logo=reddit&logoColor=white&label=Reddit&color=blue)](https://www.reddit.com/r/ultralytics/) [![Run Ultralytics on Gradient](https://assets.paperspace.io/img/gradient-badge.svg)](https://console.paperspace.com/github/ultralytics/ultralytics) [![Open Ultralytics In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [![Open Ultralytics In Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://www.kaggle.com/models/ultralytics/yolo26) [![Open Ultralytics In Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/ultralytics/ultralytics/HEAD?labpath=examples%2Ftutorial.ipynb) # Ultralytics YOLOv8s-WorldV2 Open-Vocabulary Detection -This endpoint deploys the YOLOv8s-WorldV2 open-vocabulary object detector (`yolov8s-worldv2.pt`, loaded via the Ultralytics `YOLOWorld` class) for real-time, zero-shot detection of arbitrary objects described by text — see [YOLO-World](https://docs.ultralytics.com/models/yolo-world/). The Replicate endpoint takes a comma-separated `class_names` input (default `person, bus, sign`) and applies it via `set_classes()` on every request, so you choose exactly what to detect. It returns an annotated image plus optional JSON, with adjustable confidence, IoU, and image size. +This endpoint deploys the YOLOv8s-WorldV2 open-vocabulary object detector (`yolov8s-worldv2.pt`, loaded via the Ultralytics `YOLOWorld` class) for real-time, zero-shot detection of arbitrary objects described by text — see [YOLO-World](https://docs.ultralytics.com/models/yolo-world). The Replicate endpoint takes a comma-separated `class_names` input (default `person, bus, sign`) and applies it via `set_classes()` on every request, so you choose exactly what to detect. It returns an annotated image plus optional JSON, with adjustable confidence, IoU, and image size. -Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com/). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/)! +Find detailed documentation in the [Ultralytics Docs](https://docs.ultralytics.com). Get support via [GitHub Issues](https://github.com/ultralytics/ultralytics/issues/new/choose). Join discussions on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com)! Request an Enterprise License for commercial use at [Ultralytics Licensing](https://www.ultralytics.com/license). ## 📄 Documentation -For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com/). +For comprehensive guidance on training, validation, prediction, and deployment, refer to the full [Ultralytics Docs](https://docs.ultralytics.com). ### Install @@ -71,7 +71,7 @@ Zero-shot transfer performance on the [COCO](https://cocodataset.org/) dataset. | YOLOv8l-worldv2 | 45.8 | 61.3 | 49.8 | | YOLOv8x-worldv2 | 47.1 | 62.8 | 51.4 | -- Metrics are zero-shot transfer mAP / mAP50 / mAP75 on [COCO](https://cocodataset.org/), from the Ultralytics [YOLO-World docs](https://docs.ultralytics.com/models/yolo-world/). +- Metrics are zero-shot transfer mAP / mAP50 / mAP75 on [COCO](https://cocodataset.org/), from the Ultralytics [YOLO-World docs](https://docs.ultralytics.com/models/yolo-world). - This endpoint serves the deployed **yolov8s-worldv2** variant (37.7 mAP); other rows are shown for reference. ## 🧩 Integrations @@ -93,4 +93,4 @@ Ultralytics offers two licensing options to suit different needs: ## 📞 Contact -For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com/). We're here to help with all things Ultralytics! +For bug reports and feature requests related to Ultralytics software, please visit [GitHub Issues](https://github.com/ultralytics/ultralytics/issues). For questions, discussions, and community support, join our active communities on [Discord](https://discord.com/invite/ultralytics), [Reddit](https://www.reddit.com/r/ultralytics/), and the [Ultralytics Community Forums](https://community.ultralytics.com). We're here to help with all things Ultralytics!