YOLOv8.1 blog, Explorer notebook and 2023 > 2024 updates (#7469)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Muhammad Rizwan Munawar <chr043416@gmail.com>
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Ayush Chaurasia 2024-01-10 18:07:34 +05:30 committed by GitHub
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@ -6,7 +6,7 @@ keywords: Ultralytics، YOLOv8، كشف الكائنات، تجزئة الصور
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, Objekterkennung, Bildsegmentierung, maschinelles
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO Banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -8,6 +8,7 @@ keywords: Ultralytics Explorer API, Dataset Exploration, SQL Queries, Vector Sim
## Introduction
<a href="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/docs/en/datasets/explorer/explorer.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>
The Explorer API is a Python API for exploring your datasets. It supports filtering and searching your dataset using SQL queries, vector similarity search and semantic search.
## Installation

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@ -44,7 +44,8 @@
"metadata": {},
"outputs": [],
"source": [
"%pip install ultralytics\n",
"%pip install ultralytics[explorer] openai\n",
"import ultralytics\n",
"ultralytics.checks()"
]
},

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@ -10,10 +10,9 @@ keywords: Ultralytics Explorer, CV Dataset Tools, Semantic Search, SQL Dataset Q
<img width="1709" alt="Screenshot 2024-01-08 at 7 19 48PM (1)" src="https://github.com/AyushExel/assets/assets/15766192/e536b0eb-6bce-43fe-b800-3e79510d2e5b">
</p>
<a href="https://colab.research.google.com/github/ultralytics/ultralytics/blob/main/docs/en/datasets/explorer/explorer.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>
Ultralytics Explorer is a tool for exploring CV datasets using semantic search, SQL queries, vector similarity search and even using natural language. It is also a Python API for accessing the same functionality.
### Installation of optional dependencies
Explorer depends on external libraries for some of its functionality. These are automatically installed on usage. To manually install these dependencies, use the following command:

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, object detection, image segmentation, machine lea
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, detección de objetos, segmentación de imágenes
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Banner de Ultralytics YOLO"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="GitHub de Ultralytics"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, détection d'objets, segmentation d'images, appre
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Bannière Ultralytics YOLO"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="GitHub Ultralytics"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, वस्तु पता लगाना, छव
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, オブジェクト検出, 画像セグメンテ
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLOバナー"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, 객체 탐지, 이미지 분할, 기계 학습,
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO 배너"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra: # version:
# provider: mike # version drop-down menu
robots: robots.txt

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- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -64,7 +64,7 @@ theme:
- content.tabs.link # all code tabs change simultaneously
# Customization
copyright: <a href="https://ultralytics.com" target="_blank">© 2023 Ultralytics Inc.</a> All rights reserved.
copyright: <a href="https://ultralytics.com" target="_blank">© 2024 Ultralytics Inc.</a> All rights reserved.
extra:
# version:
# provider: mike # version drop-down menu

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@ -47,4 +47,4 @@ div.highlight {
/* Set language dropdown maximum height to screen height */
.md-header .md-select:hover .md-select__inner {
max-height: 75vh;
}
}

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, detecção de objetos, segmentação de imagens,
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Banner Ultralytics YOLO"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="GitHub da Ultralytics"></a>

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLOv8, обнаружение объектов, сегм
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="GitHub Ultralytics"></a>

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@ -8,7 +8,7 @@ keywords: Ultralytics, YOLOv8, 目标检测, 图像分割, 机器学习, 深度
<div align="center">
<p>
<a href="https://yolovision.ultralytics.com" target="_blank">
<a href="https://www.ultralytics.com/blog/ultralytics-yolov8-turns-one-a-year-of-breakthroughs-and-innovations" target="_blank">
<img width="1024" src="https://raw.githubusercontent.com/ultralytics/assets/main/yolov8/banner-yolov8.png" alt="Ultralytics YOLO banner"></a>
</p>
<a href="https://github.com/ultralytics"><img src="https://github.com/ultralytics/assets/raw/main/social/logo-social-github.png" width="3%" alt="Ultralytics GitHub"></a>