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I'm beginning to look at motion detection in java as well. There are a lot of powerful tools in OpenCV that can get you there rather quickly, as described at http://tech-lightenment.blogspot.com/2012/05/implementing-motion-detection-using.html

Another place to look is motempl.java, which is the java equivalent of the C version; https://gist.github.com/b95505017/6862032