Giter VIP home page Giter VIP logo

image-captioning-using-cnn-lstm's Introduction

Image Captioning Using ResNet50 and LSTM

Colab Link:

Video Preview Of The Project

Overview

  • A image captioning web app using Flask

  • The web app can convert the uploaded picture into a sentence

  • The sentence will describe the image

  • ResNet50 is used as image model

  • It mainly generated the feature vectors of the images

  • LSTM is the language model

  • It is used to predict the next word from the given image and word input

  • To accomplish the purpose I have created my own vocabulary

  • The vocabulary is stored as numpy array in the vocab.npy file

  • To train the model flickr8k has been used. Link: https://www.kaggle.com/srbhshinde/flickr8k-sau

Technologies

  • Keras

  • Flask

  • OpenCV

  • Colab

  • Html

  • CSS

  • Bootstrap

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.