- Slow at test-time due to independent forward passes of the CNN: need to run full forward pass of CNN for each region proposal
Solution: Share computation of convolutional layers between proposals for an image
- SVMs and regressors are post-hoc: CNN features not updated in response to SVMs and regressors
- Complex multistage training pipeline