Bird classification model (in progress)

Hi there,

I’ve been working on a bird classification model. I’m hoping to get it onto my TinyML hardware but the RAM requirements are currently too large as I used a rather large input size. I’m working to further adjust it but I am fairly new to machine learning so it’s a process.

I’m not sure if there are any downsides to my approach as my model is fairly small for the given number of outputs. I’m still adjusting it and I lost some accuracy with it early on before I refined my methods.

I included the heatmap and f1 scores from my model.

Apologies for the cross post from the discord show and tell just figured this is a larger community in retrospect (I can delete the discord message in that channel if needed from last week).



I refined my techniques (and came up with a few new ones) and ended up with an 85% accuracy model with int8 quantization at 96x96.

Fairly happy with the results as it appears it will fit on my microcontroller.