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 Replicate
@@ -8,8 +8,8 @@ Deploy Ultralytics YOLO models to Replicate with ready-to-use Cog configurations
[](https://github.com/ultralytics/replicate/actions/workflows/format.yml)
[](https://discord.com/invite/ultralytics)
-[](https://community.ultralytics.com/)
-[](https://reddit.com/r/ultralytics)
+[](https://community.ultralytics.com)
+[](https://www.reddit.com/r/ultralytics/)
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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](https://www.reddit.com/r/ultralytics/)
[](https://console.paperspace.com/github/ultralytics/ultralytics) [](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [](https://www.kaggle.com/models/ultralytics/yolo26) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](https://www.reddit.com/r/ultralytics/)
[](https://console.paperspace.com/github/ultralytics/ultralytics) [](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [](https://www.kaggle.com/models/ultralytics/yolo26) [](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)
-[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com/) [](https://www.reddit.com/r/ultralytics/)
+[](https://github.com/ultralytics/ultralytics/actions/workflows/ci.yml) [](https://clickpy.clickhouse.com/dashboard/ultralytics) [](https://discord.com/invite/ultralytics) [](https://community.ultralytics.com) [](https://www.reddit.com/r/ultralytics/)
[](https://console.paperspace.com/github/ultralytics/ultralytics) [](https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/examples/tutorial.ipynb) [](https://www.kaggle.com/models/ultralytics/yolo26) [](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!