Use segmentation to determine and locate tumors in MRI scans.
- Simple CNN Encoder-Decoder
- Deep CNN Encoder-Decoder
- ResNet Encoder-Decoder with Batchnorm & Dropout
Image Source: cnvrg.io
Image Source: Frontiers in Oncology
- Encoder-Decoder Network: Understanding U-Net
- ConvNeXt Model Code: GitHub PyTorch-Segmentation
- Pre-Processing Data for CNN: Applying CNN on Your Images with PyTorch
- Dataset: Kaggle Brain Tumor Image Dataset