Add Gradio Support - Githubissues

openvinotoolkit / anomalib

An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.

https://anomalib.readthedocs.io/en/latest/

Apache License 2.0

3.65k stars 647 forks source link

Add Gradio Support #275

Closed julien-blanchon closed 2 years ago

julien-blanchon commented 2 years ago

Gradio App is an open source machine learning interface running on top of Python : https://gradio.app/

It's quite easy to implement and very hackable. It's also compatible with Hugging Face Space (https://huggingface.co, https://huggingface.co/spaces).

I may help user and researcher to:

Quickly debug their model (infer without any line of code, provide web drawing tool ...)
Showcase their work
Share model with the community (ie Hugging Face Space ...)
Flagging unexpected behavior

gradio gradio_draw1 gradio_draw2

julien-blanchon commented 2 years ago

I've implemented a quick example with my EuroSat Dataset here: https://github.com/julien-blanchon/anomalib/tree/gradio It may for now only work with segmentation

ashwinvaidya17 commented 2 years ago

Great stuff! It was on our todo list.

samet-akcay commented 2 years ago

@julien-blanchon, brilliant! As @ashwinvaidya17, it's been on our list for ages, just didn't have time to implement it

julien-blanchon commented 2 years ago

I don't have the right to create a new branch here, I don't feel comfortable enough to request a merge with current project branch https://github.com/julien-blanchon/anomalib/tree/gradio

ashwinvaidya17 commented 2 years ago

@julien-blanchon feel free to create a PR from your fork. We squash commits before merging in case that's what you are concerned about. We can always polish the rest in the PR review.

julien-blanchon commented 2 years ago

https://github.com/openvinotoolkit/anomalib/pull/283