birding
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This is incredible! I had no idea this software existed. I’m already thinking about reviving an old Raspberry Pi 3 I have lying around for this.
Do you have yours running 24/7? Do you use a water proof enclosure for the setup?
Just because it outputs a value doesn't mean it's correct. It is more likely it just spits out random nonsense on a regular basis.
Bird call ID is something that dedicated software excels at. They’re basically the perfect subject for it, since many bird species have calls that are very distinct on a spectrogram like the one in the OP. Examining the patterns in spectrograms manually is a method ornithologists have been using to identify birds since the 1950s.
You will occasionally get false positives from software, but if you’re keeping the audio it can be double checked fairly easily for anything results that seem ludicrous. It works well enough that the Cornell Lab of Ornithology has made it as easy as possible to migrate your data from their bird sound ID app directly to ebird for use in scientific studies.
This uses the same detection model as the whoBIRD android app. I've used it in a side by side test with Merlin and they do not give consistent results. They're in the same ball park, but really every detection (for both apps) should be verified with human ears. And I'm not sure that's possible with a 24/7 setup.
IT'S STILL AWESOME AND FUN! I hope the talented people that made this continue to develop it. I'm glad this was posted, but like OP said, not super practical.
In two days, I've had one incorrect ID, and one that may or may not be accurate.
Both resolved by increasing the certainty threshold from its default of 70%, up to 80%.
I found both whoBIRD and Birdnet-Pi to give good results, as long as you dismiss the low confidence results. For results with a confidence of 80 % or higher I very rarely have incorrect results. Every once in a while it confuses one kind of thrush with another, but they do sound similar to my human ears as well.