1. 1/12 Vision based rock, paper, scissors game Patrik Malm Standa Mikeš József Németh István Vincze

2. 2/12 Task Create a vision based rock, paper, scissor game Realtime webcam image-processing

3. 3/12 Flowchart

4. 4/12 Initiation Smooth the image Color-space conversion - L*u*v The background is captured so that it can be subtracted in the following segmentation

5. 5/12 Hand segmentation Normal Bayesian classifier Mathematical morphology to decrease noise Use labeling to find the largest coherent component (or the two largest components in the 2 player game) Cut the hand at the wrist

6. 6/12 Isolating the hand Cut the arm where the size is 70% of the maximum projection value It works best for arms with vertical orientation Improved solution using PCA which works for rotated arms as well

7. 7/12 Isolating the hand The approximation of hand rotation is done using principal component analysis (PCA) It is computed using eigenvectors of the second-order moment matrix (covariance matrix)

8. 8/12 Hand tracking Find the centre point of the hand in each frame Analyze the movement by looking at the relative change in position over a few frames The hand tracking is used to countdown

9. 9/12 Gesture identification Logarithmic values of three of the Hu set of invariant moments Bayesian classifier which then determines the current hand gesture

10. 10/12 Computer player Computer choose randomly (current) Markov chain to recognize the human opponent’s game strategy (implemented but not added)

11. 11/12 Known issues Skin color variations Sensitivity to lighting Background artifacts (skin or skin-like colored objects)

12. 12/12 Thank you for your attention Bibliography A.A. Argyros, M.I.A. Lourakis, Real time Tracking of Multiple Skin-Colored Objects with a Possibly Moving Camera, in proceedings of the European Conference on Computer Vision (ECCV 04), Springer-Verlag, vol. 3, pp. 368-379, Prague, Chech Republic,May,11-14,2004. OpenCV Library Wiki, "http://opencvlibrary.sourceforge.net/"."http://opencvlibrary.sourceforge.net/"