Active Learning Training System

[john-]

When training my own models I was slowed down by gathering new images for me to annotate. As an active Viseron user I was initially looking at changes to Viseron to support this process. From the very helpful discussion in that thread I stepped back and revisited my approach.

The outcome of that is the creation of ALTS. At a high level, it is an MQTT client that receives events from Viseron and uses those as a basis for feeding Label Studio images and metadata to be used by an operator to annotate the images. These would then be used by model training process to (hopefully) improve the object detection model.

It is completely separate from Viseron. Although this causes some challenges, it seems like the right decision due to all the complexity in automating the triage process.

I have only been using it for a few days now but so far it has been extremely helpful. I have ideas for enhancement including generating links to the point in the Viseron stream that generated the snapshot.

Thanks for your assistance @roflcoopter and @kaburagisec!.

[kaburagisec]

great, will take a look