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General classifier training #19

Merged
merged 56 commits into from
Jun 24, 2024
Merged

General classifier training #19

merged 56 commits into from
Jun 24, 2024

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MinhxNguyen7
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@MinhxNguyen7 MinhxNguyen7 commented May 25, 2024

Description

  • Code for loading data and training the general classifier.
  • Training is wrapped with LightningModule for easier training management and progress visualization.
  • Dataset uses existing parsing functionality from yolo_io.YoloReader.

Tasks

  • Single-batch train and back-propagation methods.
  • Dataset and dataloader for getting data.
  • Train script.
  • Verify that everything works.
  • Train the model.
  • Export the model weights.
  • Tune hyper-parameters.

Test Plan

  • Incorporate it into the image processor and run current tests to check performance.

Issues

@MinhxNguyen7 MinhxNguyen7 added the enhancement New feature or request label May 25, 2024
@MinhxNguyen7 MinhxNguyen7 self-assigned this May 25, 2024
* feat: BBoxToCropTransformer and test

* fix: add data transformer param, change transformer test to file log

* delete commented chunk

* add class types and fix typing

* feat: make test file read actual data

* fix: gitignore

* wip color integration for yolo transformer

* fix: relative imports

* fix: more relative imports

* feat: add script to run crop pipeline

* feat: more accurate class type filtering

* feat: add padding to script

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Co-authored-by: MinhxNguyen7 <[email protected]>
@MinhxNguyen7 MinhxNguyen7 marked this pull request as ready for review June 24, 2024 20:47
@MinhxNguyen7 MinhxNguyen7 merged commit 2636a40 into main Jun 24, 2024
@MinhxNguyen7 MinhxNguyen7 deleted the general-classifier branch June 24, 2024 20:49
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General classifier training
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