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MUMS a Measure of hUman Motion Similarity Francisco J Torres Reyes.

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Presentation on theme: "MUMS a Measure of hUman Motion Similarity Francisco J Torres Reyes."— Presentation transcript:

1 MUMS a Measure of hUman Motion Similarity Francisco J Torres Reyes

2 Outline of the Talk Problem and Challenges 3D ChainCode LABANotation Contribution 1: Comparison Analysis of ChainCode and FastDTW Contribution 2: Enhanced LABANotation for Rehabilitation Contribution 3: System Architecture for HMTR Lessons Learned Future Direction Conclusion 2 4/24/14 Ftorres/MUMS

3 Why Measuring Human Motion Similarity? 3 4/24/14 Ftorres/MUMS

4 How is Similarity Measured? Sports – high data acquisition VR – real time data acquisition -> simulation time Modeling human body -> skeleton 4 4/24/14 Ftorres/MUMS

5 Human Motion can be modeled as Sets of 3D Curves 3D Curves generated by MUMS tool from a shoulder exercise. These two diagrams capture the accumulated tracks of two snapshots. It shows all sensors data including those from head, torso, abdomen, arms and legs. 5 4/24/14 Ftorres/MUMS

6 Utilize Time3D data from HMTR Project Four Key Rehabilitation Exercises were chosen and analyzed in HMTR project by Dr. Yunyu Wang – Certified Movement Analysis, LABANotation Reconstructor and Teacher Dr. James Carollo – Physical Medicine and Rehabilitation, Ortophaedics, Bioengineering, School of Engineering and Applied Science. 6 4/24/14 Ftorres/MUMS

7 Sample File, Assumptions, Markers position MoCap Data # Pts = 34 # Video Frames = 1238 Video Frame # 1 1 733.4042 1447.329 1659.807 2 720.8265 1322.164 1659.62 … 33 452.7758 1343.254 38.04591 34 666.9445 1325.737 36.31926 Video Frame # 2 … 7 3D data per marker Sampling rate Body position for markers 4/24/14 Ftorres/MUMS

8 Chain Code - Orthogonal Changes of Direction Invariant under Translation or Rotation [Bribiesca, 2006] 8 4/24/14 Ftorres/MUMS

9 Adding Time into the Equation The United States National Anthem MP3, CD What is equivalent representation in human motion movement? 9 4/24/14 Ftorres/MUMS

10 LABANotation LABANotation: a record of how one moves so it can be repeated. This notation includes a set of symbols that are placed on a vertical staff, where its vertical dimension represents the symmetry of the body, and its horizontal one represents the time [Bouchard, 2008] 10

11 Spatial and Temporal Analysis 11 4/24/14 Ftorres/MUMS Measures of 3 beats display from bottom up. Different movements of body limbs are encoded with directions Movement on the right leg track can be encoded in chain code for further analysis. Note that there are five sensors per leg. Therefore five corresponding chain code may be generated.

12 Dynamic Time Warping Finds the optimal alignment between two time series Use the value calculated based on the optimal alignment to represent the similarity. If two time series are the same, the similarity value is zero. 12 4/24/14 Ftorres/MUMS Y2Y2 X4X4 X2X2 X2X2 X4X4 Y2Y2 d(Y2, X4)+d(Y3,X5)+d(Y4,X6)+d(Y5,X7)+d(Y6,X8)=0 > d(Y2, X2)+d(Y3,X3)+d(Y4,X4)+d(Y5,X5)+d(Y6,X5)=1+1+0+1+0+1=4 Similarity values contributed by paris of subsequence pair

13 Slow Start vs. Fast Pace – 3D ChainCode 13 4/24/14 Ftorres/MUMS

14 Slow Start vs. Fast Pace – 3D ChainCode 14 4/24/14 Ftorres/MUMS

15 Slow Start rotated 90 o – 3D ChainCode 15 4/24/14 Ftorres/MUMS

16 Slow Start rotated 180 o – 3D ChainCode 16 4/24/14 Ftorres/MUMS

17 Slow Start rotated 270 o – 3D ChainCode 17 4/24/14 Ftorres/MUMS

18 18 4/24/14 Ftorres/MUMS

19 Standing Hip Abduction Exercise 19 4/24/14 Ftorres/MUMS

20 Mini Squat Exercise 20 4/24/14 Ftorres/MUMS

21 Posterior Pelvic Tilt Exercise 21 4/24/14 Ftorres/MUMS

22 Contribution 2: Enhanced LABANotation for Rehabilitation LABANotation is designed for specifying dances. We studied its usage and suggested the enhancement for specifying the rehab exercises. Focus on the Express movement precision by adding new symbols Minimize notation modifications and changes Apply the new notation on improving the specification of key rehab exercises in the HMTR project. 4/24/14 Ftorres/MUMS 22

23 Enhanced LABANotation for Rehabilitation – Mini Squats Exercise Start standing with equal weight distributed between right and left legs Place feet shoulder width apart Keep torso upright, avoid bending at the waist Slowly loser yourself by bending ankles, knees, and hips Return to standing 23 4/24/14 Ftorres/MUMS

24 Enhanced LABANotation for Rehabilitation – Standing Hip Abduction Exercise Start standing with equal weight distributed between right and left legs Slowly, shift your weight to the left side Raise the leg out to the side ~ 12’’ Keep the right foot facing forward Keep the torso upright and avoid leaning to the side 24 4/24/14 Ftorres/MUMS

25 Contribution 3: HMTR System Design and Tool Evaluation We propose a Human Motion Tracking and Reasoning (HMTR) Software Architecture. Evaluates Tools for HMTR System Design LabanWriter (Mac version from Ohio State) LabanDancer (Windows version from Dance Bureau) 4/24/14 Ftorres/MUMS 25

26 Proposed Human Motion Tracking and Reasoning (HMTR) Software Architecture 26 4/24/14 Ftorres/MUMS

27 Suggested Enhancement of LabanDancer Software 27 4/24/14 Ftorres/MUMS

28 Lessons Learned C3D data is a binary data difficult to parse. Use tool from Internet to extract into text form and feed them in chain code program. The original implementation 3D ChainCode dissimilarity algorithm is very slow when applying to real exercise data. The steps are re-examined and improved for the time performance. Bribiesca’s group did not consider the idle situation and did not encode the elapsed of time. They are interested in shape of the curves, while we are interested in movement. Laban Dancer executable code works fine but the source code was compiled in different version of visual studio and even the original authors can not provide a working project. 28 4/24/14 Ftorres/MUMS

29 Contributions Propose A new model to represent human motion Use LABANotation to analyze human motion on spatial and temporal domains Enhancement of LABANotation for rehabilitation Develop a software tool to perform the analysis of human motion similarity on motion capture sessions Propose a HMTR software architecture Propose enhancements for LabanDancer software for rehabilitation purposes 29 4/24/14 Ftorres/MUMS

30 30 4/24/14 Ftorres/MUMS Use this framework in another areas, i.e. dancing, video games Improve run time for the analysis of human motion, i.e. using nVidia CUDA tools Getting additional data with semantics for further analysis of similarity Define additional properties such off-track, sustain and develop procedure for computing the values for the properties. Future Research

31 Conclusion Propose A new model to represent human motion Use LABANotation to analyze human motion on spatial and temporal domains Enhancement of LABANotation for rehabilitation Develop a software tool to perform the analysis of human motion similarity on motion capture sessions Propose a HMTR software architecture Propose enhancements for LabanDancer software for rehabilitation purposes The Analysis of human motion is needed in different areas of study. The proposed framework provides feedback regarding motion similarity of two given motion capture sessions The Analysis of human motion similarity can be done on spatial, temporal, or both domains. Three papers were published. Will submit the work on the comparison of chain code and fastDTW. 31 4/24/14 Ftorres/MUMS

32 32 4/24/14 Ftorres/MUMS

33 33 4/24/14 Ftorres/MUMS

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