histocartography.ml package

Subpackages:

Summary

__all__ Classes:

CellGraphModel

Cell Graph Model.

DenseGINLayer

Base class for all neural network modules.

GINLayer

Base class for all neural network modules.

HACTModel

HACT model.

MultiLayerGNN

MultiLayer network that concatenates several gnn layers.

PNALayer

Base class for all neural network modules.

TissueGraphModel

Tissue Graph Model.

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}
}