Giter Club home page Giter Club logo

vggin-net's Introduction

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}
}

vggin-net's People

Contributors

sainimanisha avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.