darthez

darthez

ExVision - AI library focused on real-time vision models

π‘¬π’™π‘½π’Šπ’”π’Šπ’π’ is here!
It’s an library focused on real-time vision models & ease of use. The key differentiating factors are:

  • Run inference with just a couple of lines of code
  • Ready with some real-time vision models
  • Runs in a livebook
  • Ready with CPU-capable models

If you are interested i origin story and lessons learnt along the way, please check the blog post.
If you would like to give it a try, please check out the hex package.
If you are interested in the code itself, please checkout the Github repo.

Any feedback more than welcome!

First 4 of 4 Posts Switch mode

kip

kip

ex_cldr Core Team

Great addition to the ecosystem! its a good time for me to remove the classification and segmentation functions from Image in favour of pointing people at ExVision.

undeadko

undeadko

Hello darthez,

I had a go with your library ExVision. Pretty cool project.

Here is my feedback. I hope it helps.

The documentation is wrong on both this blog post which I used for a quick start Introducing ExVision and on hex ExVision β€” Ex Vision v0.4.0

  • The version for the exs import is wrong. You are now on 0.3.0, while it says to import 0.2.0 in there.
  • Only Elixir 1.16 and above should be used. I am not sure this is mentioned somewhere but I had to navigate the errors to fix this.
  • The module name has changed from MobileNetV3 to MobileNetV3Small, which I found digging through the library, because my load() function was crashing. This change is not reflected in the hex documentation additionally to being wrong from the example.
  • The inference took 5min 44sec to do a cat image with the example code. The example code being loading the model and using it on the picture.
  • The inference took 1.2sec with EXLA turned ON for the first attempt, and around 170ms after that. So EXLA monstrously improves performance.

Awesome library! I am off to detect some kittens and play around with it some more.
Cheers!

msluszniak

msluszniak

We included your suggestions in latest changes. Thank your for your valuable feedback :slight_smile:

soyjeansoy

soyjeansoy

Great library and in addition to our tools used here in our work :pray:t6:

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