Code Monkey home page Code Monkey logo

homework3's Introduction

Homework3 - Generative Models

This is a team homework.
In your report please list the contribution of each team member.

Task

Your task is to modify DCGAN-tensorflow https://github.com/carpedm20/DCGAN-tensorflow so that it can generate images of higher resolution (256x256).

You have to submit 500 images generated by your generator. The resolution of each image is 256x256 pixels. We will collect the images from all teams and create an evaluation dataset containing those synthetic images and some real images.

You need to run your discriminator on this evaluation dataset. We will rank each team according to the prediction results. You also have to submit a report describing your modifications and references.

Dataset for training

The training data are from Places2 standard dataset (small images 256x256) http://places2.csail.mit.edu/challenge2016/train_256_places365standard.tar

We only use images of the following classes (indoor scenes): bedroom, childs room, dining room, dorm room, hotel room, living room, recreation room, storage room, television room, and waiting room. Just for your convenience, here is a compilation of images from those clasees:
https://dl.dropboxusercontent.com/u/26848284/indoor.tgz
The link will be removed after homework due date.

Important dates

  • The generated images must be submitted before 6pm, December 21.
  • Evaluation dataset will be avaialbe after 10pm, December 21.
  • The prediction results must be submitted before 10am, December 22.
  • Your written report is due 10pm, December 22.

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.