Deep Learning and Arts

Painting

A Neural Algorithm of Artistic Style

• paper: http://arxiv.org/abs/1508.06576
• gitxiv: http://gitxiv.com/posts/jG46ukGod8R7Rdtud/a-neural-algorithm-of-artistic-style
• github: https://github.com/kaishengtai/neuralart
• github: https://github.com/jcjohnson/neural-style
• github: https://github.com/andersbll/neural_artistic_style
• code: http://nbviewer.ipython.org/github/Lasagne/Recipes/blob/master/examples/styletransfer/Art%20Style%20Transfer.ipynb
• github: https://github.com/mbartoli/neural-animation
• github: https://github.com/memisevic/artify
• github: https://github.com/mattya/chainer-gogh
• github(Neural style in TensorFlow!): https://github.com/anishathalye/neural-style
• github: https://github.com/woodrush/neural-art-tf
• github: https://github.com/dmlc/mxnet/tree/master/example/neural-style
• demo: http://deepart.io/
• github(“easyStyle”): https://github.com/Teaonly/easyStyle

neural-style-video

• blog: http://larseidnes.com/2015/12/18/painting-videos-with-neural-networks/
• github: https://github.com/larspars/neural-style-video

Artificial Startup Style: Neural art about startup fashion

• blog: https://medium.com/data-engineering/artificial-startup-style-437f6090b1f7#.8u06gq42e

From Pixels to Paragraphs: How artistic experiments with deep learning guard us from hype

• blog: https://medium.com/@genekogan/from-pixels-to-paragraphs-eb2763da0e9b#.er3djn9z9

Experiments with style transfer

• website: http://mtyka.github.io/code/2015/10/02/experiments-with-style-transfer.html

Sketch-a-Net that Beats Humans

• paper: http://arxiv.org/abs/1501.07873
• project: http://www.eecs.qmul.ac.uk/~tmh/downloads.html

How Do Humans Sketch Objects?

• paper: http://cybertron.cg.tu-berlin.de/eitz/pdf/2012_siggraph_classifysketch.pdf
• project: http://cybertron.cg.tu-berlin.de/eitz/projects/classifysketch/
• code: https://github.com/Zebreu/SketchingAI
• gitxiv: http://gitxiv.com/posts/ZBCxEc9g3Fg5xCQ6n/sketchingai

Style Transfer for Headshot Portraits

• project: https://people.csail.mit.edu/yichangshih/portrait_web/

Teaching recurrent Neural Networks about Monet

• blog: http://blog.manugarri.com/teaching-recurrent-neural-networks-about-monet/
• github: https://github.com/manugarri/keras_monet

Image2Emoji: Zero-shot Emoji Prediction for Visual Media

• paper: http://isis-data.science.uva.nl/cgmsnoek/pub/cappallo-image2emoji-mm2015.pdf

Content Aware Neural Style Transfer

• arxiv: http://arxiv.org/abs/1601.04568

Semantic Style Transfer and Turning Two-Bit Doodles into Fine Artworks

• paper: http://nucl.ai/semantic-style-transfer.pdf
• reddit: https://www.reddit.com/r/MachineLearning/comments/48zstj/my_wip_implementation_of_neural_image_analogies/
• github: https://github.com/alexjc/neural-doodle

neural image analogies: Generate image analogies using neural matching and blending

• github: https://github.com/awentzonline/image-analogies

Neural Doodle

• github: https://github.com/alexjc/neural-doodle

Faster neural doodle

• github: https://github.com/DmitryUlyanov/fast-neural-doodle

Stylenet: Neural Network with Style Synthesis

• github: https://github.com/machrisaa/stylenet

Ostagram

• intro: This program presents web-service for algorithm combining the content of one image with the style of another image using convolutional neural networks
• github: https://github.com/SergeyMorugin/ostagram

Music

GRUV: Algorithmic Music Generation using Recurrent Neural Networks

• code: https://github.com/MattVitelli/GRUV

DeepHear - Composing and harmonizing music with neural networks

• website: http://web.mit.edu/felixsun/www/neural-music.html
• code: https://github.com/fephsun/neuralnetmusic

Using AutoHarp and a Character-Based RNN to Create MIDI Drum Loops

• website: http://www.inquisitivists.com/2015/09/16/using-autoharp-and-a-character-based-rnn-to-create-midi-drum-loops

Musical Audio Synthesis Using Autoencoding Neural Nets

• paper: http://www.cs.dartmouth.edu/~sarroff/papers/sarroff2014a.pdf
• github: https://github.com/woodshop/deepAutoController/tree/icmc_smc_2014
• video: https://vimeo.com/121827215

sound-rnn: Generating sound using recurrent neural networks

• github: https://github.com/johnglover/sound-rnn
• blog: http://www.johnglover.net/blog/generating-sound-with-rnns.html

Using LSTM Recurrent Neural Networks for Music Generation (Project for AI Prac Fall 2015 at Cornell)

• youtube: https://www.youtube.com/watch?v=aSr8_QQYpYM
• video: http://video.weibo.com/show?fid=1034:4be01d679bb1a68a634fe0f589caa779

Visually Indicated Sounds (MIT. 2015)

• arxiv: http://arxiv.org/abs/1512.08512

Training a Recurrent Neural Network to Compose Music

• blog: https://maraoz.com/2016/02/02/abc-rnn/

LSTM Realbook

• blog: https://keunwoochoi.wordpress.com/2016/02/19/lstm-realbook/
• github: https://github.com/keunwoochoi/lstm_real_book

LSTMetallica: Generation drum tracks by learning the drum tracks of 60 Metallica songs

• blog: https://keunwoochoi.wordpress.com/2016/02/23/lstmetallica/

Video

Instructions for making a Neural-Style movie

• website: https://gist.github.com/genekogan/d61c8010d470e1dbe15d
• sample: https://vimeo.com/139123754

Poetry

NeuralSnap: Generates poetry from images using convolutional and recurrent neural networks

• github: https://github.com/rossgoodwin/neuralsnap

Courses

Learning Machines

http://www.patrickhebron.com/learning-machines/

Learning Bit by Bit

https://itp.nyu.edu/varwiki/Syllabus/LearningBitbyBitS10

MACHINE LEARNING FOR MUSICIANS AND ARTISTS (Course opens January 2016)

https://www.kadenze.com/courses/machine-learning-for-musicians-and-artists/info

Machine learning for artists

https://medium.com/@genekogan/machine-learning-for-artists-e93d20fdb097#.25w95beqb

Blogs

Review of machine / deep learning in an artistic context

https://medium.com/@memoakten/machine-deep-learning-in-an-artistic-context-441f28774bcc#.gegpq99ag

Apprentice Work

https://www.technologyreview.com/s/600762/apprentice-work/

Exploring the Intersection of Art and Machine Intelligence

http://googleresearch.blogspot.jp/2016/02/exploring-intersection-of-art-and.html

Using machine learning to generate music

http://www.datasciencecentral.com/profiles/blogs/using-machine-learning-to-generate-music

art in the age of machine intelligence

https://medium.com/artists-and-machine-intelligence/what-is-ami-ccd936394a83#.hyt4ei9a9

Understanding Aesthetics with Deep Learning

https://devblogs.nvidia.com/parallelforall/understanding-aesthetics-deep-learning/