Code Monkey home page Code Monkey logo

image_captioning's Introduction

๐Ÿ†Ž Image_captioning ๐Ÿ“ท

This is a repository for the final project in Deep Learning School about NLP spring 2021. Here I try to solve image captioning problem.

The whole idea of image captioning is to create the description of one picture. In two architectures below I am using the method of first giving the picture to the model and then making generation according to it and the previously decoded state.

Creating this project I've used three articles: Overview of image captioning models Show, Attend and Tell Metrics for image captionin

In a few scipts you can find:

  • model - with and without attention mechanism
  • training pipeline
  • metrics calculation

All of the parts of the models and its representation can be found here in image_captioning_project.ipynb

All of the training reports with metrics can be found here:

model without attention

model with attention

image

image_captioning's People

Contributors

milanashhanukova avatar

Stargazers

 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.