Creating art and manipulating images using deep neural networks.
- Style Transfer
- Super Resolution
- Background subtraction
- Deep Dream
- Interactive art
- Multiple categories
- 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 "Deep Photo Style Transfer".
- 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 Arbitrary Style Transfer in Real-time with Adaptive Instance Normalization. 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 "A Neural Algorithm of Artistic Style" 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. See paper.
- 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.
- 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.
AKA image matting. See also: Awesome Background Subtraction
Deep Image Matting - Implementations of the Deep Image Matting paper.
Salient Object Detection - Tensorflow implementation for cvpr2017 paper "Deeply Supervised Salient Object Detection with Short Connections" (not peer reviewed). Same author as original Deep Image Matting author.
AlphaGAN - Unofficial implementation of AlphaGAN: Generative adversarial networks for natural image matting. Uses a GAN as the name suggests.
- deepdream - The original Google implementation.
- 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.
- deep-image-prior - Image restoration with neural networks but without learning. Does artifact removal, inpainting, super-resolution, denoising.
- The Neural Aesthetic @ ITP-NYU, Fall 2018
- Neural Style Transfer Review - Repo for the Neural Style Transfer review article.
To the extent possible under law, Richard Decal has waived all copyright and related or neighboring rights to this work.