histocartography.interpretability.lrp_gnn_explainer module¶

Summary¶

Classes:

GraphLRPExplainer

Layerwise-Relevance Propagation.

class GraphLRPExplainer(model: Optional[torch.nn.modules.module.Module] = None, **kwargs)[source]¶

Bases: histocartography.interpretability.base_explainer.BaseExplainer

Layerwise-Relevance Propagation. This module will only work if the model was built with the ml library provided.

Reference¶

If you use histocartography in your projects, please cite the following:

@inproceedings{pati2021,
    title = {Hierarchical Graph Representations for Digital Pathology},
    author = {Pushpak Pati, Guillaume Jaume, Antonio Foncubierta, Florinda Feroce, Anna Maria Anniciello, Giosuè Scognamiglio, Nadia Brancati, Maryse Fiche, Estelle Dubruc, Daniel Riccio, Maurizio Di Bonito, Giuseppe De Pietro, Gerardo Botti, Jean-Philippe Thiran, Maria Frucci, Orcun Goksel, Maria Gabrani},
    booktitle = {https://arxiv.org/pdf/2102.11057},
    year = {2021}
}