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awesome-neural-art

by crypdick

awesome listpushed about 7 years ago

A curated list of awesome neural network-based art resources.

AI summary

Neural Art Tools

A curated list of resources and tools for creating and manipulating images using deep neural networks.

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What's in the list

29 links in 9 sections, with live GitHub stats.activeno commit in 2y

Colorization

Style Transfer

  • neural-style

    Torch implementation of neural style algorithm

  • adaptive-style-transfer

    Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization

  • deep-photo-styletransfer

    Code and data for

  • fast-style-transfer

    TensorFlow CNN for fast style transfer with larger scale style features in transformations

  • texture_nets

    Code for "Texture Networks: Feed-forward Synthesis of Textures and Stylized Images"

  • AdaIN-style

    Code for . Contains neat features such as transfering style without color, style interpolation, and spatial control

  • 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

  • Neural Style Transfer

    Keras Implementation of Neural Style Transfer from the paper in Keras 2.0+

  • Deep Painterly Harmonization

    Photoshopping an object into a painting, and then neural network changes the style (pallete, strokes, luminosity, etc) of the object to match the painting style.

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

  • 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

    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

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

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