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livertumorsegmentation's Introduction

Liver Tumor Segmentation

Suhas | 2024

kaggle: ag3ntsp1d3rx

Kaggle

Results

Liver

Preparation: Missing

Notebook: litsliver.ipynb

  • Dice score: 0.97

  • Model: Unet++

    • encoder: Efficientnet-b5
    • decoder: 5 levels
  • Loss: Dice Loss

  • Optimizer: RMSProp

  • Epochs: 5

Tumor

Preparation: litstumourprep.ipynb

Model: litstumor.ipynb

  • Dice score: 0.87

  • Model: Unet++

    • encoder: Efficientnet-b3
    • decoder: 5 levels
  • Loss: Dice Loss

  • Optimizer: RMSProp

  • Epochs: 10

  • Threshold: 0.6

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