MRI Scan based Brain Tumor Classification and Segmentation

MRI Tumor Classification

dataset: https://www.kaggle.com/datasets/sartajbhuvaji/brain-tumor-classification-mri

The following table is created with no hyperparameter tunning

Model	Train Acc	Test Acc
MLP	88.85	71.07
CNN	-	76.14
ViT	-	72.59
S-ViT	94.63	64.21
N-ViT	28.64	29.19
DeViT	-	71.07
EfficientNetV2	-	37.56

Brain Tumor Segmentation

dataset: https://www.kaggle.com/datasets/mateuszbuda/lgg-mri-segmentation

U-Net Segmentation

U-Net++ Segmentation

dataset: https://www.kaggle.com/code/sidharkal/brats2021

View of MRI scan over slices with Masks

U-Net Segmentation