UnetSegmentation

Cerebral Tumor Segmentation with Unet model

Dataset

Brain MRI Segmentation https://www.kaggle.com/mateuszbuda/lgg-mri-segmentation

• 3629 training images
• 300 validation images

Model

U-Net: Convolutional Networks for Biomedical Image Segmentation https://arxiv.org/abs/1505.04597

• Dropout Regularization (keep_prob = 0.8)
• He initialization for parameters in all layers