Whole slide images based cancer survival prediction using attention guided deep multiple instance learning networks.

•A Whole Slide Images-based survival model is proposed which doesn’t need ROI annotations.•The proposed model is more adaptive and flexible than recent WSI-based survival learning approaches.•The proposed approach has better interpretability in locating important patterns that contribute to accurate cancer survival predictions.