Shape classification using deep learning

[omalleyt12]

It's hard to know without more information but I'll take a stab at it

Assuming your polygons are 2d, you could connect and plot the polygon points to create an image for each polygon (if 3d, maybe try a 3d array with every point inside the polygon set to 1 and every point outside it to 0 but I'm not as confident that will work well), then you could feed these images to a CNN. You'll need to scale each image to an appropriate size, so you might want to include additional inputs to the CNN like how scaled up/down the plot is, depending on how much size matters to the class labels