Detecting Eye Disease Using Deep Learning - Kaggle Top 1% Solution, No Ensemble

Detecting Eye Disease Using Deep Learning - Kaggle Top 1% Solution, No Ensemble

Aladdin Persson via YouTube Direct link

- Result from baseline

5 of 17

5 of 17

- Result from baseline

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Detecting Eye Disease Using Deep Learning - Kaggle Top 1% Solution, No Ensemble

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  1. 1 - Introduction
  2. 2 - Overview of DR and how to detect
  3. 3 - A look at the data
  4. 4 - Creating a baseline solution
  5. 5 - Result from baseline
  6. 6 - Idea #1: Preprocessing
  7. 7 - Result #1
  8. 8 - Idea #2: Loss Function
  9. 9 - Result #2
  10. 10 - Idea #3: Balanced Loader skipped
  11. 11 - Idea #4: Augmentation
  12. 12 - Result #4
  13. 13 - Idea #5: Using left and right information
  14. 14 - Result #5
  15. 15 - Idea #6: Increase image resolution
  16. 16 - Result #6 from various resolutions
  17. 17 - Final Result and Ending

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