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Add documentation how to train traffic light fine detector model #488

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4 of 7 tasks
lexavtanke opened this issue Nov 28, 2023 · 2 comments
Closed
4 of 7 tasks

Add documentation how to train traffic light fine detector model #488

lexavtanke opened this issue Nov 28, 2023 · 2 comments
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component:perception Advanced sensor data processing and environment understanding. type:documentation Creating or refining documentation.

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@lexavtanke
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lexavtanke commented Nov 28, 2023

Checklist

  • I've read the contribution guidelines.
  • I've searched other issues and no duplicate issues were found.
  • I've agreed with the maintainers that I can plan this task.

Description

Write instruction how to train traffic light detection models and prepare them for the inference in the autoware.

Purpose

Provide autoware users ability to easily train traffic light detector models with their own data specific to their case or area.

Possible approaches

Create separate lightweight helping repo with the training scripts and configuration files based of mmdetection v2.28.2 (as used in TierIV internal usage).
Write instructions how to properly prepare dataset for the task, how to prepare env for training, how to run training, how to convert model to onnx.

Definition of done

Training documentation, conversion script and sample dataset are provided.

@lexavtanke lexavtanke added type:documentation Creating or refining documentation. component:perception Advanced sensor data processing and environment understanding. labels Nov 28, 2023
@lexavtanke lexavtanke self-assigned this Nov 28, 2023
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stale bot commented Jan 28, 2024

This pull request has been automatically marked as stale because it has not had recent activity.

@stale stale bot added the status:stale Inactive or outdated issues. (auto-assigned) label Jan 28, 2024
@vividf
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vividf commented Aug 6, 2024

@lexavtanke Kindly ask what is the status of this one

@stale stale bot removed the status:stale Inactive or outdated issues. (auto-assigned) label Aug 6, 2024
@vividf vividf closed this as completed Aug 7, 2024
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Labels
component:perception Advanced sensor data processing and environment understanding. type:documentation Creating or refining documentation.
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