Giter VIP home page Giter VIP logo

face-generator's Introduction

Face-Generator

Using GAN to generate human faces (Tensorflow).

Please read my blog to get a detailed insight for this project.

Introduction

In this project, I am generating human faces which probably does not exist in real life. I will be using the generative adversarial network(GAN) for the task. I am using CelebA dataset for training the network. This dataset contains 2,00,000 images of well-known people.

Results

Following are the generated faces after training.

We can generate more realistic images by making our network deeper, but it will take a lot of time to train the model. We can also modify our network to produce high-resolution images but again at the cost of training time.

face-generator's People

Contributors

shivaverma avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar

Watchers

 avatar

face-generator's Issues

Getting error 'batch_noise' is not defined

Hi, Iam tryning to run face_generator1.ipynb..
But Iam getting error on the last part of code,
ot these lines:

loss_dis = sess.run(dis_loss, {input_noise: batch_noise, input_real: batch_images}) loss_gen = gen_loss.eval({input_real: batch_images, input_noise: batch_noise})

NameError: name 'batch_noise' is not defined

I just change the path of my dataset like :

image_ids=glob.glob('C://Users//userist//Desktop//casia//*')

and I run all the code without any change..

How can I fix this error?

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.