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<div align="center">
<p>
<a align="center" href="" target="https://metavision.khulnasoft.com">
<img
width="100%"
src="https://media.khulnasoft.com/open-source/metavision/rf-metavision-banner.png?updatedAt=1678995927529"
>
</a>
</p>

<br>
# MetaVision

[notebooks](https://github.com/khulnasoft/notebooks) | [inference](https://github.com/khulnasoft/inference) | [autodistill](https://github.com/autodistill/autodistill) | [maestro](https://github.com/khulnasoft/multimodal-maestro)

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[![discord](https://img.shields.io/discord/1159501506232451173?logo=discord&label=discord&labelColor=fff&color=5865f2&link=https%3A%2F%2Fdiscord.gg%2FGbfgXGJ8Bk)](https://discord.gg/GbfgXGJ8Bk)
[![built-with-material-for-mkdocs](https://img.shields.io/badge/Material_for_MkDocs-526CFE?logo=MaterialForMkDocs&logoColor=white)](https://squidfunk.github.io/mkdocs-material/)

<div align="center">
<a href="https://trendshift.io/repositories/124" target="_blank"><img src="https://trendshift.io/api/badge/repositories/124" alt="khulnasoft%2Fmetavision | Trendshift" style="width: 250px; height: 55px;" width="250" height="55"/></a>
</div>

</div>

## 👋 hello
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- inference

Running with [Inference](https://github.com/khulnasoft/inference) requires a [Khulnasoft API KEY](https://docs.khulnasoft.com/api-reference/authentication#retrieve-an-api-key).

```python
import cv2
import metavision as sv
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### annotators

Metavision offers a wide range of highly customizable [annotators](https://metavision.khulnasoft.com/latest/detection/annotators/), allowing you to compose the perfect visualization for your use case.

```python
import cv2
import metavision as sv
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detections=detections)
```

https://github.com/khulnasoft/metavision/assets/26109316/691e219c-0565-4403-9218-ab5644f39bce

### datasets

Metavision provides a set of [utils](https://metavision.khulnasoft.com/latest/datasets/core/) that allow you to load, split, merge, and save datasets in one of the supported formats.

```python
import metavision as sv
from khulnasoft import Khulnasoft
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</details>

## 🎬 tutorials

Want to learn how to use Metavision? Explore our [how-to guides](https://metavision.khulnasoft.com/develop/how_to/detect_and_annotate/), [end-to-end examples](https://github.com/khulnasoft/metavision/tree/develop/examples), [cheatsheet](https://khulnasoft.github.io/cheatsheet-metavision/), and [cookbooks](https://metavision.khulnasoft.com/develop/cookbooks/)!

<br/>

<p align="left">
<a href="https://youtu.be/hAWpsIuem10" title="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing"><img src="https://github.com/SkalskiP/SkalskiP/assets/26109316/a742823d-c158-407d-b30f-063a5d11b4e1" alt="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing" width="300px" align="left" /></a>
<a href="https://youtu.be/hAWpsIuem10" title="Dwell Time Analysis with Computer Vision | Real-Time Stream Processing"><strong>Dwell Time Analysis with Computer Vision | Real-Time Stream Processing</strong></a>
<div><strong>Created: 5 Apr 2024</strong></div>
<br/>Learn how to use computer vision to analyze wait times and optimize processes. This tutorial covers object detection, tracking, and calculating time spent in designated zones. Use these techniques to improve customer experience in retail, traffic management, or other scenarios.</p>

<br/>

<p align="left">
<a href="https://youtu.be/uWP6UjDeZvY" title="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source"><img src="https://github.com/SkalskiP/SkalskiP/assets/26109316/61a444c8-b135-48ce-b979-2a5ab47c5a91" alt="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source" width="300px" align="left" /></a>
<a href="https://youtu.be/uWP6UjDeZvY" title="Speed Estimation & Vehicle Tracking | Computer Vision | Open Source"><strong>Speed Estimation & Vehicle Tracking | Computer Vision | Open Source</strong></a>
<div><strong>Created: 11 Jan 2024</strong></div>
<br/>Learn how to track and estimate the speed of vehicles using YOLO, ByteTrack, and Khulnasoft Inference. This comprehensive tutorial covers object detection, multi-object tracking, filtering detections, perspective transformation, speed estimation, visualization improvements, and more.</p>

## 💜 built with metavision

Did you build something cool using metavision? [Let us know!](https://github.com/khulnasoft/metavision/discussions/categories/built-with-metavision)
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<img src="https://contrib.rocks/image?repo=khulnasoft/metavision" />
</a>
</p>

<br>

<div align="center">

<div align="center">
<a href="https://youtube.com/khulnasoft">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/youtube.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634652"
width="3%"
/>
</a>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
<a href="https://khulnasoft.com">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/khulnasoft-app.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949746649"
width="3%"
/>
</a>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
<a href="https://www.linkedin.com/company/khulnasoft-ai/">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/linkedin.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633691"
width="3%"
/>
</a>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
<a href="https://docs.khulnasoft.com">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/knowledge.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949634511"
width="3%"
/>
</a>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
<a href="https://discuss.khulnasoft.com">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/forum.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633584"
width="3%"
/>
<img src="https://raw.githubusercontent.com/ultralytics/assets/main/social/logo-transparent.png" width="3%"/>
<a href="https://blog.khulnasoft.com">
<img
src="https://media.khulnasoft.com/notebooks/template/icons/purple/blog.png?ik-sdk-version=javascript-1.4.3&updatedAt=1672949633605"
width="3%"
/>
</a>
</a>
</div>
</div>

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