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How to build your own eye detection classifier algorithm?

I created an eye classifier with 278 self-cut eye-pictures and 31 random background pictures. It detects eyes 96% of the time but also a lot of false positives. How to approach this task?

  1. Build a stronger classifier, ie more pictures?
  2. Do that later in software? How?
  3. ...