# 3D Object Detection with MMDetection3D

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### Overview

This project shows how to:

* Prepare the KITTI dataset for 3D detection
* Train a model using MMDetection3D
* Evaluate the trained model
* Automate the process using a Valohai pipeline

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### Steps

{% stepper %}
{% step %}
**Dataset Preparation**

Set up the KITTI dataset for 3D object detection tasks.
{% endstep %}

{% step %}
**Model Training**

Use MMDetection3D to train a model on the prepared dataset.
{% endstep %}

{% step %}
**Model Evaluation**

Assess the performance of the trained model using appropriate metrics.
{% endstep %}

{% step %}
**Pipeline Automation**

Implement the automation of these steps using a Valohai pipeline.
{% endstep %}
{% endstepper %}

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### GitHub Repository

The repository walks you through how to go through the above steps:

{% embed url="<https://github.com/valohai/mmdetection3d>" %}