Help--100

Question

Nominally a good problem to have, but I\'m pretty sure it is because something funny is going on...

As context, I\'m working on a problem in the facial expression/recogn

Answer 1

Two other ideas:

Make sure you're not training and testing on the same data. This sounds kind of dumb, but in computer vision applications you should take care that: make sure you're not repeating data (say two frames of the same video fall on different folds), you're not training and testing on the same individual, etc. It is more subtle than it sounds.

Make sure you search for gamma and C parameters for the RBF kernel. There are good theoretical (asymptotic) results that justify that a linear classifier is just a degenerate RBF classifier. So you should just look for a good (C, gamma) pair.