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Ai/camera training

Posted on 5/27/26 at 5:48 pm
Posted by DonJuanDaMiles
San Diego, CA
Member since Feb 2014
1513 posts
Posted on 5/27/26 at 5:48 pm
Anyone doing this? I am thinking of getting some cameras and training ai to recognize certain species of birds with a high degree of accuracy, as part of a larger project.
Posted by Vrai
Baton Rouge
Member since Nov 2003
4034 posts
Posted on 5/27/26 at 8:18 pm to
Check out rigate
Posted by DonJuanDaMiles
San Diego, CA
Member since Feb 2014
1513 posts
Posted on 5/27/26 at 10:11 pm to
Frigate?

I did another thing with Verkada for cameras and remote gateway and an ai company for the other stuff
This post was edited on 5/27/26 at 10:12 pm
Posted by j1897
Member since Nov 2011
4654 posts
Posted on 5/28/26 at 7:02 am to
LINK

Why reinvent the wheel?
Posted by TigerFanatic99
South Bend, Indiana
Member since Jan 2007
35976 posts
Posted on 5/28/26 at 7:21 am to
Maybe OP doesn't want to spend $200, or wants to challenge himself to put it together on his own.
Posted by j1897
Member since Nov 2011
4654 posts
Posted on 5/28/26 at 7:29 am to
quote:

recognize certain species of birds with a high degree of accuracy


Training this from scratch is going to take hours and hours of data preparation, and then it's gonna make a 5090 cry while it trains. 200 dollars is insignificant.

I would use an already trained model TBH
Posted by Dallaswho
Texas
Member since Dec 2023
3595 posts
Posted on 5/28/26 at 7:50 am to
I use ultralytics with mostly kaggle and Roboflow datasets.

Curating datasets is the hard part. You’re talking 10k images, all augmented for your image pipeline.

Choosing a model is just a matter of matching resources as long as you’re using a modern model. Everything good except the heavy RF-DETR is copyleft so not commercial viable without license but you can use them at home.
Posted by Dallaswho
Texas
Member since Dec 2023
3595 posts
Posted on 5/28/26 at 8:38 am to
Frigate is absolutely top tier for their corse to fine motion augmented detection pipeline and object tracking. Their automation API is best in class by a long shot.

For OP’s use case, they fall behind due to their strict stance on permissive licensing. There just aren’t that many good vision tools out there that are permissive until you get quite heavy like RF-DETR or Qwen VLMs that are not suitable for surveillance and tracking on consumer hardware. Their bird classifier is a tiny dinosaur on par with what you’ll get with a commercial feeder product.

Fortunately, Frigate is easy to modify and already unofficially supports modern models like Ultralytics.

Posted by DonJuanDaMiles
San Diego, CA
Member since Feb 2014
1513 posts
Posted on 5/28/26 at 10:33 am to
Roboflow was the ai company I was talking to.
Posted by DonJuanDaMiles
San Diego, CA
Member since Feb 2014
1513 posts
Posted on 5/28/26 at 10:37 am to
quote:

Maybe OP doesn't want to spend $200, or wants to challenge himself to put it together on his own.


This isn’t for a bird feeder and I talked to a CEO of one of those companies and have been talking to Cornell who has the Merlin bird ID app. The best trained models for bird recognition still aren’t performing that great in the application I’m looking into for recognizing known disease carrying species.

So, the training would be to fill in those gaps or to figure out a way to make them more efficient.
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