darthez
ExVision - AI library focused on real-time vision models
π¬ππ½πππππ is here!
Itβs 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!
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kip
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 https://blog.swmansion.com/introducing-exvision-ebf799bef1b2 and on hex ExVision β Ex Vision v0.3.0
- 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
We included your suggestions in latest changes. Thank your for your valuable feedback 
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