Skip to content
A curated list of awesome neural network-based art resources.
Branch: master
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
CONTRIBUTING.md
LICENSE.md
README.md

README.md

Awesome Neural Art Awesome

Creating art and manipulating images using deep neural networks.

Contents

Colorization

See also: Awesome Image Colorization and the colorization subreddit where people do this manually.

Style Transfer

  • neural-style - Torch implementation of neural style algorithm.

  • Bicycle GAN - NIPS 2017 Toward Multimodal Image-to-Image Translation, PyTorch implementation. Given the same night image, model is able to synthesize possible day images with different types of lighting, sky and clouds.

Super Resolution

  • waifu2x - Image Super-Resolution for Anime-Style Art.

  • srgan - Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network.

  • fft-descreen - Clean up deconvolution checkerboard artifacts found in style transferred images.

Patching

AKA in-painting

  • DeepFill V1 - Generative Image Inpainting with Contextual Attention.
  • EdgeConnect - a two-stage adversarial model that comprises of an edge generator followed by an image completion network.

- [Deep Image Completion](https://github.com/adamstseng/general-deep-image-completion) - Contains face-completion and general image completion models. Each can complete images with differnet types of corrupted masks like scribbles, lines, dots and texts.

Background subtraction

AKA image matting. See also: Awesome Background Subtraction

Deep Dream

  • deepdream - The original Google implementation.

Interactive art

  • neural-doodle - Turn your two-bit doodles into fine artworks with deep neural networks, generate seamless textures from photos, transfer style from one image to another, perform example-based upscaling, but wait... there's more! (An implementation of Semantic Style Transfer.)

  • iGAN - iGAN: Interactive Image Generation via Generative Adversarial Networks.

  • style2paints - An AI-driven interactive line art colorization tool. Backend is a Residual U-net and Auxiliary Classifier GAN.

Multiple categories

  • deep-image-prior - Image restoration with neural networks but without learning. Does artifact removal, inpainting, super-resolution, denoising.

Lectures

License

CC0

To the extent possible under law, Richard Decal has waived all copyright and related or neighboring rights to this work.

You can’t perform that action at this time.