Liver Tumor Segmentation

Suhas | 2024

kaggle: ag3ntsp1d3rx

Kaggle

• https://www.kaggle.com/datasets/ag3ntsp1d3rx/litsdataset2
• https://www.kaggle.com/code/ag3ntsp1d3rx/litstumorprep
• https://www.kaggle.com/datasets/ag3ntsp1d3rx/litstrained
• https://www.kaggle.com/code/ag3ntsp1d3rx/litsliver
• https://www.kaggle.com/code/ag3ntsp1d3rx/litstumor

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