Git Product home page Git Product logo

bcn-20k's Introduction

BCN 20000 tools for assembling and training

Creative Commons Lizenzvertrag

This repository gives access to the tools to train the models presented at the BCN 20000's dataset scientific publication. The dataset itself is available for download at the ISIC archive.


Cropping

The code for the cropping technique used on the dermatoscopies can be found at:

The csv's with the image filename must be passed as a --csv_dir argument when executing the code.

Original (a), (b) and (c) and cropped images (d), (e) and (f)


Training

In order to train a model, one should set the model's name at utils/settings.yaml for one of the following:

Settings name Model
res18 ResNet 18
res34 ResNet 34
res50 ResNet 50
effb0 EfficientNet b0
effb1 EfficientNet b1
effb2 EfficientNet b2

In the same file you can change the proposed learning_rate and regularization values. The code will save a model everytime it surpasses the highest balanced accuracy of the validation set. The checkpoints are saved at saved_models/.


bcn-20k's People

Contributors

carloshernandezp avatar

Watchers

 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.