/VGGIN-Net

VGGIN-Net architecture for imbalanced breast cancer classification

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VGGIN-Net for Imbalanced Breast Cancer Classification

vggin-graphical-abstract

vggin-blocks-net diagram

Proposed Approach

Proposed VGGIN-Net for breast cancer classification on BREAKHIS:

TensorBoard.dev aggregating all training and validation metrics: https://tensorboard.dev/experiment/PSnYyZUWTBem4dLvQYNm2g/

Proposed VGGIN-Net with Fine Tuning for breast cancer classification on BREAKHIS:

TensorBoard.dev aggregating all training and validation metrics: https://tensorboard.dev/experiment/P7EkvFxPQgSWGqAPhE7w2A/

Learning curves on validation set: Learning Curves on Validation Set

For more results and experiments comparing our proposed approach, visit GitLab repo.

Citation

If using this code, please cite our paper as:

Saini, Manisha, and Seba Susan, "VGGIN-Net: Deep Transfer Network for Imbalanced Breast Cancer Dataset" in IEEE/ACM Transactions on Computational Biology and Bioinformatics (2022). doi: 10.1109/TCBB.2022.3163277

@article{vgginnet,
  author={Saini, Manisha and Susan, Seba},
   journal={IEEE/ACM Transactions on Computational Biology and Bioinformatics},
   title={VGGIN-Net: Deep Transfer Network for Imbalanced Breast Cancer Dataset},
   year={2022},
   volume={},
   number={},
   doi={10.1109/TCBB.2022.3163277}
}