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ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

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passive reflective markers on the skin for localization but mainly implemented in<br />

tracking whole body or limbs using multiple camera [4]. It is still under active research<br />

for its implementation with out gloves in hand articulation like grasping for its high<br />

degree of freedom, marker slip due of skin stretch and cross occlusion. In our approach,<br />

we apply a subset of this work, and leverage these results for the purpose of behavioural<br />

biometrics during palmer grasp from an image. Since for a particular pose two views are<br />

to be captured simultaneously, during dynamic palmer grasp operation, we have used<br />

two cameras but the relevant information have been extracted from single image i.e<br />

abduction –adduction (ab/ad) information from palmer view and flexion–extension (f/e)<br />

information from lateral view.<br />

3. JOINT MOTION PARAMETERS<br />

The defined joint parameters are four degrees of freedom (DOF) for each finger, two for<br />

Z<br />

X<br />

metacarpophalangeal joint (MCP) f/e ( θ MCP ) and ab/ad ( θ MCP ), two for the proximal<br />

interphalangeal (PIP) and distal interphalangeal (DIP) joints f/e, Z<br />

θ PIP and Z<br />

θ DIP<br />

respectively (Fig.1). The thumb was modeled by five DOF with the assumption of<br />

orthogonal intersecting axis, two for<br />

f/e and ab/ad of the carpometacarpal<br />

Z<br />

X<br />

(CMC) joint ( θ CMC and θ CMC ),<br />

another two for thumb rotation and<br />

Z<br />

f/e of the MCP joint( θ MP and X<br />

θ MP )<br />

and one for f/e of the interphalangeal<br />

Z<br />

(IP) joint ( θ IP ). l1, l2 and l3are joint<br />

offsets (~phalange lengths) for index<br />

finger, lT1, lT2 and l T3<br />

are joints<br />

Fig. 1 Joint motion parameters for hand articulation<br />

offsets for the thumb [5].<br />

4. MATHEMATICAL FRAMEWORK<br />

Points on one image plane π can be mapped to another plane π ' by plane to plane<br />

homography matrix P, assuming central projection model. It is a bijective mapping and<br />

P is 3x 3 non singular [1,2]. In this<br />

approach XYZ has been defined as an<br />

affine coordinate system whose origin lies<br />

on the reference plane (π), X and Y are the<br />

axis that spans the plane and Z is the<br />

reference direction which is any direction<br />

not parallel to the plane. We want to take<br />

measurement in the plane π ' which may<br />

not be parallelπ in the image plane<br />

(Fig. 2). If X is an point in space which is<br />

projected in the affine image plane the<br />

relation can be written as<br />

x = PX = [ p 1 p 2 p 3 p]X, 4 where X and x<br />

are homogeneous vectors in the form x =<br />

(x,y,w) T and X=(X,Y,Z,W) T Fig. 2 Measuring the distance of a plane π '<br />

along Z, parallel to the plane π in the world.<br />

and equality means ‘equality up to the scale’ and pi are the

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