sketchnet
sketchnet - processing code generator
can we teach a computer to draw pictures with code. We use Processing and java/jruby code paired with the pictures it makes to train the system. The model will then be able to take unseen images generate working code for it.
For more info and results, see the blog post: http://www.jtoy.net/projects/sketchnet/
As far as we know, this should be the first working model to generate working usable code.
sin/cos
shapes: ellipse/rect/etc
line
bezier
https://github.com/karpathy/neuraltalk andrew karpathy neuraltalk first implementation
https://github.com/karpathy/neuraltalk2 rewrite #2
https://github.com/tensorflow/models/tree/master/im2txt/im2txt im2txt tensorflow version
http://blog.otoro.net/2015/12/28/recurrent-net-dreams-up-fake-chinese-characters-in-vector-format-with-tensorflow/
https://arxiv.org/abs/1609.06647 Show and Tell: Lessons learned from the 2015 MSCOCO Image Captioning Challenge
https://cl.ly/2w1d3e1F1P3S NeuralTalk on Embedded System and GPU-accelerated RNN
https://cl.ly/2P2Z2y2e2N0j Deep Visual-Semantic Alignments for Generating Image Descriptions
https://arxiv.org/pdf/1611.01989.pdf deepcoder paper
https://arxiv.org/abs/1510.07211 On End-to-End Program Generation from User Intention by Deep Neural Networks
http://memorability.csail.mit.edu/index.html lamem site
http://people.csail.mit.edu/khosla/papers/iccv2015_khosla.pdf lamem paper
https://arxiv.org/abs/1506.06726 skip thought vectors
https://arxiv.org/pdf/1405.0312.pdf mscoco paper
https://arxiv.org/pdf/1602.02410.pdf Exploring the Limits of Language Modeling
https://people.csail.mit.edu/rinard/paper/popl16.pdf Automatic Patch Generation by Learning Correct Code
https://arxiv.org/abs/1705.07962 pix2code: Generating Code from a Graphical User Interface Screenshot
https://arxiv.org/pdf/1609.04938.pdf What You Get Is What You See: A Visual Markup Decompiler
https://arxiv.org/pdf/1511.07275.pdf LEARNING SIMPLE ALGORITHMS FROM EXAMPLES
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