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Yes it can be done in Java with the OpenCV Library. Try this:

MatOfKeyPoint keypoints = new MatOfKeyPoint();
FeatureDetector surf = FeatureDetector.create(FeatureDetector.SURF);
surf.detect(inputMat, keypoints);

I should note that SURF is actually very slow (just saying)