Git Product home page Git Product logo

benthic-ensemble-paper's Introduction

benthic-ensemble-paper

DOI

This repository provides the code for the paper "Using ensemble methods to improve the robustness of deep learning for image classification in marine environments".

Documentation for using this repo as follows:

# install the requirements
pip install -r requirements.txt

# downloads the image patches to the data folder
sh get_data.sh

# constructs the dataset i.e. does the train/val splits and mean image creation
python make_dataset.py

# trains the ensembles, 15 of them
sh train_ensembles.sh

# inferences the test data with each model
sh run_ensemble_inference.sh

# performs the blur shift augmentation inferencing
sh run_ensemble_inference_blur.sh

# performs the colour shift augmentation inferening
sh run_ensemble_inference_colour.sh

# subsambles the ensembles for each of the methods using in the paper, Single, MC Dropout and Ensmeble, currently size 10
python subsample_models.py

Once all the above has been performed, the results are explored in the notebook - benthic_ensemble_paper.ipynb

benthic-ensemble-paper's People

Contributors

threehundred avatar

Stargazers

 avatar  avatar

Watchers

 avatar

Forkers

anuprulez

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.