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[WIP] Update RKDE #2441

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ashwinvaidya17
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@ashwinvaidya17 ashwinvaidya17 commented Nov 29, 2024

πŸ“ Description

  • Use MaskRCNN
  • Remove detection and replace with new InferenceBatch dataclass

Old Results

main branch

┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃        Test metric        ┃       DataLoader 0        ┃
┑━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
β”‚        image_AUROC        β”‚    0.9746031761169434     β”‚
β”‚       image_F1Score       β”‚    0.9677419066429138     β”‚
β”‚        pixel_AUROC        β”‚    0.8531677722930908     β”‚
β”‚       pixel_F1Score       β”‚    0.4130888879299164     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

image

image

New result

┏━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃        Test metric        ┃       DataLoader 0        ┃
┑━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
β”‚        image_AUROC        β”‚    0.9507936835289001     β”‚
β”‚       image_F1Score       β”‚    0.9384615421295166     β”‚
β”‚        pixel_AUROC        β”‚    0.7983909249305725     β”‚
β”‚       pixel_F1Score       β”‚    0.3402256965637207     β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

image

image

✨ Changes

Select what type of change your PR is:

  • 🐞 Bug fix (non-breaking change which fixes an issue)
  • πŸ”¨ Refactor (non-breaking change which refactors the code base)
  • πŸš€ New feature (non-breaking change which adds functionality)
  • πŸ’₯ Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • πŸ“š Documentation update
  • πŸ”’ Security update

βœ… Checklist

Before you submit your pull request, please make sure you have completed the following steps:

  • πŸ“‹ I have summarized my changes in the CHANGELOG and followed the guidelines for my type of change (skip for minor changes, documentation updates, and test enhancements).
  • πŸ“š I have made the necessary updates to the documentation (if applicable).
  • πŸ§ͺ I have written tests that support my changes and prove that my fix is effective or my feature works (if applicable).

For more information about code review checklists, see the Code Review Checklist.

Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
Signed-off-by: Ashwin Vaidya <ashwinnitinvaidya@gmail.com>
@ashwinvaidya17
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Closing as RKDE will be removed

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