Git Product home page Git Product logo

adversarial_video_summary's Introduction

Adversarial_Video_Summary

PyTorch Implementation of SUM-GAN

Changes from Original paper

  • Video feature extractor
    • GoogleNet pool5 (1024) => ResNet-101 pool5 (2048)
    • Followed by linear projection to 500-dim
  • Stable GAN Training
    • Discriminator's learning rate: 1e-5 (Others: 1e-4)
    • Fix Discriminators' parameters for first 15 steps at every epoch.

Model figures

Model figure 1

Model figure 2

Model figure 3

Algorithm

Algorithm figure

adversarial_video_summary's People

Contributors

j-min avatar

Watchers

James Cloos avatar  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.