Fig. 1. The flow of the suggested method.
Fig. 2. Arm gestures in time series. (a) At time 0. (b) At time 1. (c) At time 2. (d) At time 3. (e) At time 4. (f) At time 5.
Fig. 3. Motion segmentation. (a) Previous frame. (b) Current frame. (c) Motion s egmentation.
Fig. 4. Example of accurate and inaccurate arm-gesture. (a) Accurate arm-gesture of N-tracking points. (b) Inaccurate arm-gesture of N-tracking points. (c) Accurate arm-gesture of averaged N-tracking points of (a). (d) Accurate arm-gesture of averaged N-tracking points of (b).
Fig. 5. Left and right arm gestures tracking within search area along face. (a) N-tracking points. (b) Average N-tracking points.
Fig. 6. Arm gestures for Help Me.
Fig. 7. Gestures classified as "Help me".
Fig. 8. Gestures classified as "BYE or STRETCHING".
References
- M. Sigalas, H. Baltzakis and P. Trahanias, "Gesture recognition based on arm tracking for human-robot interaction", Proc. of 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 5424-5429, 2010.
- K. Lai, J. Konrad and P. Ishwar, "A gesture-driven computer interface using Kinect", Proc. of 2012 IEEE Southwest Symposium on Image Analysis and Interpretation, pp. 185-188, 2012.
- K. Yamazaki, H. Miyao, and M. Maruyama. "Arm Gesture Recognition Using Continuous DP for User-Defined Gestures", Proc. of HCI International 2013, pp. 21-26, 2013.
- O. Amft, H. Junker, and G. Troster. "Detection of eating and drinking arm gestures using inertial body-worn sensors", Proc. of The Ninth International Symposium on Wearable Computers, pp. 160-163, 2005.
- S. Joudaki, M. S. B. Sunar, and H. Kolivand. "Background subtraction methods in video streams: a review", Proc. of 2015 4th International Conference on Interactive Digital Media (ICIDM), pp. 1-6, 2015.
- L. A. Schwarz, A. Mkhitaryan, D. Mateus and N. Navab, "Human skeleton tracking from depth data using geodesic distances and optical flow", Image and Vision Computing, vol. 30, pp. 217-226, 2012. https://doi.org/10.1016/j.imavis.2011.12.001
- Z. Chaohui, X. Duan, S. Xu, Z. Song, and M. Luo, "An improved moving object detection algorithm based on frame difference and edge detection", Proc. of Fourth International Conference on Image and Graphics (ICIG), pp. 519-523, 2007.
- Y. I. Cho and S.S. Jang, "Implementation of intelligent Speech Recognition System according to CCTV Emergency Information", Korean Institute of Intelligent Systems, vol. 19, no. 1, pp 121-122, 2009.
- J. H. Yu and K. B. Sim, "Face Classification Using Cascade Facial detection and Convolution Neural Network", Korean Institute of Intelligent Systems, vol. 26, no. 1, pp 70-75, 2016. https://doi.org/10.5391/JKIIS.2016.26.1.070
- G, R. Bradski and V. Pisarevsky, "Intel's Computer Vision Library: Applications in Calibration, Stereo Segmentation, Tracking, Gesture, Face and Object Recognition", Proc. of IEEE Conference on Computer Vision and Pattern Recognition, vol. 2, pp. 796-797, 2000.