I have built my model. Now I want to draw the network architecture diagram for my research paper. Example is shown below:

enter image description here

enter image description here

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    $\begingroup$ I think graphiz, based on the dot language can, can help you. $\endgroup$ Nov 4 '16 at 6:24
  • $\begingroup$ github.com/gwding/draw_convnet $\endgroup$
    – Emre
    Nov 8 '16 at 3:27
  • $\begingroup$ If you are using latex, just use tikz. It does require a little time to get used to. $\endgroup$ Jan 25 '18 at 18:30
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    $\begingroup$ It seems like the best approach would be to endow the network with the capability for self-reflection, and teach it how to draw its mind. Easy peasy. $\endgroup$ Jun 6 '19 at 20:33
  • $\begingroup$ For a tool & approaches overview, see: medium.com/inbrowserai/… $\endgroup$ Jul 5 '19 at 8:51

I recently found this online tool that produces publication-ready NN-architecture schematics. It is called NN-SVG and made by Alex Lenail.

You can easily export these to use in, say, LaTeX for example.

Here are a few examples:

AlexNet style AlexNet style

LeNet style enter image description here

and the good old Fully Connected style enter image description here

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    $\begingroup$ This tool seems great -- however, I noticed that it assumes the inputs are always square. I'm in an application with a rectangular input, so this doesn't quite work. $\endgroup$
    – eraoul
    Oct 27 '18 at 0:22
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    $\begingroup$ The tool now accommodates rectangular inputs, give it a try $\endgroup$
    – David Cian
    Jun 20 '20 at 14:52
  • $\begingroup$ This is great for standard CNN backbones, but in more complex architectures like encoder-decoder, attention, etc. it'd be nice to have the flexibility to re-arrange the rectangular components in any arbitrary layout $\endgroup$ Apr 1 '21 at 19:29

I wrote some latex code to draw Deep networks for one of my reports. You can find it here: https://github.com/HarisIqbal88/PlotNeuralNet

With this, you can draw networks like these: enter image description here

  • $\begingroup$ Best answer and should be voted up. $\endgroup$
    – ledawg
    Jun 18 '20 at 8:36
  • $\begingroup$ Just wanted to say that this is an amazing tool. Wish I had time to utilize this! $\endgroup$ Jul 10 '21 at 13:50
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    $\begingroup$ Can VISIO draw these architectures? $\endgroup$
    – Case Msee
    Nov 4 '16 at 6:36

Netron viewer is the best tool to draw your model architecture


I suppose you have a pretrained model stored in .h5 file.

  • $\begingroup$ Great tool. Thanks for sharing. This works well with MATLAB exported networks as well. $\endgroup$
    – Asim
    Mar 9 '21 at 7:58
  • $\begingroup$ I love Netron for visualizing and understanding my models, but I don't think it's great for explaining them to others in a paper. The diagram is far too detailed in my opinion to get a high-level overview of the architecture $\endgroup$ Apr 1 '21 at 19:32

Model Architecture

I drew this with draw.io, you can also choose other structures of the drawing e.g circles.


We can use Powerpoint to get the job done.

Draw the diagram (3D rectangles and perspectives come handy) -> select the interested area on the slide -> right-click -> Save as picture -> change filetype to PDF -> :)


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