Visualize Convolutional Neural Network

• Papers
• Codes
• Blogs
• Tools

Papers

Deconvolutional Networks

• paper: http://www.matthewzeiler.com/pubs/cvpr2010/cvpr2010.pdf

Visualizing and Understanding Convolutional Network:

• paper: http://arxiv.org/abs/1311.2901
• slides: https://courses.cs.washington.edu/courses/cse590v/14au/cse590v_dec5_DeepVis.pdf
• slides: http://videolectures.net/site/normal_dl/tag=921098/eccv2014_zeiler_convolutional_networks_01.pdf
• video: http://videolectures.net/eccv2014_zeiler_convolutional_networks/
• chs: http://blog.csdn.net/kklots/article/details/17136059

Deep Inside Convolutional Networks: Visualising Image Classification Models and Saliency Maps:

• paper: http://arxiv.org/abs/1312.6034

Understanding Deep Image Representations by Inverting Them:

• paper: http://arxiv.org/abs/1412.0035
• code: https://github.com/aravindhm/deep-goggle

deepViz: Visualizing Convolutional Neural Networks for Image Classification:

• paper: http://vis.berkeley.edu/courses/cs294-10-fa13/wiki/images/f/fd/DeepVizPaper.pdf
• code: https://github.com/bruckner/deepViz

Inverting Convolutional Networks with Convolutional Networks:

• paper: http://arxiv.org/abs/1506.02753

Understanding Neural Networks Through Deep Visualization:

• paper: http://arxiv.org/abs/1506.06579
• project: http://yosinski.com/deepvis
• code: https://github.com/yosinski/deep-visualization-toolbox

Visualizing Higher-Layer Features of a Deep Network:

• paper: http://www.iro.umontreal.ca/~lisa/publications2/index.php/publications/show/247

Generative Modeling of Convolutional Neural Networks

• paper: http://arxiv.org/abs/1412.6296
• project: http://www.stat.ucla.edu/~yang.lu/Project/generativeCNN/main.html
• code: http://www.stat.ucla.edu/~yang.lu/Project/generativeCNN/doc/caffe-generative.zip

Understanding Intra-Class Knowledge Inside CNN

• arXiv: http://arxiv.org/abs/1507.02379

Learning FRAME Models Using CNN Filters for Knowledge Visualization

• arXiv: http://arxiv.org/abs/1509.08379
• homepage: http://www.stat.ucla.edu/~yang.lu/project/deepFrame/main.html
• code: http://www.stat.ucla.edu/~yang.lu/project/deepFrame/doc/code.zip

Visualizing Deep Convolutional Neural Networks Using Natural Pre-Images

• arXiv: http://arxiv.org/abs/1512.02017

An Interactive Node-Link Visualization of Convolutional Neural Networks

• homepage: http://scs.ryerson.ca/~aharley/vis/
• code: http://scs.ryerson.ca/~aharley/vis/source.zip
• demo: http://scs.ryerson.ca/~aharley/vis/conv/
• review: http://www.popsci.com/gaze-inside-mind-artificial-intelligence

Multifaceted Feature Visualization: Uncovering the Different Types of Features Learned By Each Neuron in Deep Neural Networks

• arxiv: http://arxiv.org/abs/1602.03616
• homepage: http://www.evolvingai.org/nguyen-yosinski-clune-2016-multifaceted-feature

A New Method to Visualize Deep Neural Networks

• arxiv: http://arxiv.org/abs/1603.02518

Codes

Interactive Deep Neural Net Hallucinations

• project: http://317070.github.io/Dream/
• code: https://github.com/317070/Twitch-plays-LSD-neural-net

deepdream:

• code: https://github.com/google/deepdream

cnn-vis:

• code: https://github.com/jcjohnson/cnn-vis

deepdraw

• code: https://github.com/auduno/deepdraw

bat-country

• code: https://github.com/jrosebr1/bat-country

torch-visbox

• github: https://github.com/Aysegul/torch-visbox

draw_convnet: Python script for illustrating Convolutional Neural Network (ConvNet)

• github: https://github.com/gwding/draw_convnet

Caffe prototxt visualization (Recommended by Kaiming He)

http://ethereon.github.io/netscope/#/editor

Blogs

“Visualizing GoogLeNet Classes”

http://auduno.com/post/125362849838/visualizing-googlenet-classes

Visualizing CNN architectures side by side with mxnet

• blog: http://josephpcohen.com/w/visualizing-cnn-architectures-side-by-side-with-mxnet/

How convolutional neural networks see the world: An exploration of convnet filters with Keras

• blog: http://blog.keras.io/how-convolutional-neural-networks-see-the-world.html
• github: https://github.com/fchollet/keras/blob/master/examples/conv_filter_visualization.py

Visualizing Deep Learning with t-SNE (Tutorial and Video)

https://medium.com/@awjuliani/visualizing-deep-learning-with-t-sne-tutorial-and-video-e7c59ee4080c#.ubhijafw7

Tools

Topological Visualisation of a Convolutional Neural Network

http://terencebroad.com/convnetvis/vis.html