What I do
- Build semantic segmentation models
- Work with fully convolutional networks
- Perform instance segmentation
- Understand scene parsing
When to use me
When working on image segmentation or scene understanding.
Key Concepts
- FCN architectures
- U-Net
- DeepLab
- Instance vs semantic segmentation
- Skip connections
- Dilated convolutions
- Pixel accuracy metrics