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4 changes: 2 additions & 2 deletions .github/ISSUE_TEMPLATE/bug-report.yml
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Expand Up @@ -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.
Expand Down Expand Up @@ -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
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4 changes: 2 additions & 2 deletions .github/ISSUE_TEMPLATE/config.yml
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Expand Up @@ -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
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2 changes: 1 addition & 1 deletion .github/ISSUE_TEMPLATE/feature-request.yml
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Expand Up @@ -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.
Expand Down
2 changes: 1 addition & 1 deletion .github/ISSUE_TEMPLATE/question.yml
Original file line number Diff line number Diff line change
Expand Up @@ -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.
Expand Down
6 changes: 3 additions & 3 deletions README.md
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@@ -1,4 +1,4 @@
<a href="https://www.ultralytics.com/"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>
<a href="https://www.ultralytics.com"><img src="https://raw.githubusercontent.com/ultralytics/assets/main/logo/Ultralytics_Logotype_Original.svg" width="320" alt="Ultralytics logo"></a>

# 🚀 Ultralytics Replicate

Expand All @@ -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/)

<img width="1920" height="939" alt="Replicate AI" src="https://github.com/user-attachments/assets/effaa643-4710-4187-849a-aa4d933fb0ee" />

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18 changes: 9 additions & 9 deletions replicate_metadata.py
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Expand Up @@ -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",
},
}

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8 changes: 4 additions & 4 deletions yolo11n/README.md
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Expand Up @@ -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 YOLO11n Object Detection

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

Expand Down Expand Up @@ -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!
10 changes: 5 additions & 5 deletions yolo26/cls/README.md
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Expand Up @@ -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://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).

[![YOLO26 performance plots](https://raw.githubusercontent.com/ultralytics/assets/refs/heads/main/yolo/performance-comparison.png)](https://platform.ultralytics.com/ultralytics/yolo26)

## 📄 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

Expand Down Expand Up @@ -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!
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