Benefit of Federated Learning in Biomedical Image Segmentation

What is federated learning ?

Illustration of federated learning

But why use federated learning ?

Illustration of federated learning setup

The Fusion Algorithm

Soft Update Formula

The Segmentation Task

Example of image segmentation

Datasets Used

Experiment setup

Results

Before federated training
After Federated training

Conclusion

References

--

--

--

I work on projects involving ML, data science and other cool stuff. Currently in my 3rd year of a CS degree

Love podcasts or audiobooks? Learn on the go with our new app.

Recommended from Medium

Exploring Other Face Detection Approaches(Part 2) — SSH

LSTM and Attention Mechanism in NLP

A Glimpse of newly revealed Amazon Fraud Detector

To Distil or Not To Distil: BERT, RoBERTa, and XLNet

Cross-iteration batch normalization

Why is the mlm-soft.com pricing model for MLM businesses of all sizes?

Fake News Classification with LSTM or Logistic Regression

Image classification with VGG convolutional neural network using Keras for beginners

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store
Neil Botelho

Neil Botelho

I work on projects involving ML, data science and other cool stuff. Currently in my 3rd year of a CS degree

More from Medium

Active Learning

Convoluting the fashion-MNIST using CNN optimized through Hyperas

Meta Learning — A path to Artificial General Intelligence Series Part III — Optimization-Based…

COVID 19 Detection From Speech Using Deep Learning