Code Monkey home page Code Monkey logo

summarizer's Introduction

Summarizer

Summarizer is a Video Summarization framework for research. Most of the literature now focuses on Deep Learning models experimenting on a set of reference datasets. This repository gathers the key assets to ease this research into a single Python framework.



The four main components are:

  • Centralized, preprocessed and documented datasets
  • PyTorch implementation and bugfixes of the prominent models
  • A robust set of evaluation metrics to evaluate them

This framework is dedicated at helping to design the next generation of Deep Learning models for Video Summarization.

Datasets

SumMe TVSum LOL

Datasets ground truth scores distribution per video

Acknowledgement

The architecture of Summarizer was inspired by K. Zhou et al. and J. Fajtl et al.. The preprocessed datasets were inspired by K. Zhang et al.. We thank them all for their leading contributions.

summarizer's People

Contributors

sylvainma avatar msaintja avatar alexisnvn 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.