Monday, March 28, 2016

(III) “Video Analysis, shape extracting” the gait manifold has a closed-loop 1D structure while the pose manifold is characterized by a circle

Intelligent Data Analysis for Real-Life Applications: ...

https://books.google.com/books?isbn=1466618078
Magdalena-Benedito, Rafael - 2012 - ‎Computers
INTRODUCTION Human motion analysis is becoming a popular research topic ... that the gait manifold has a closed-loop 1D structure while the pose manifold is ...

Intelligent Data Analysis for Real-Life Applications: ...


https://books.google.com/books?isbn=1466618078
Magdalena-Benedito, Rafael - 2012 - ‎Computers
It was assumed in our early work (Zhang & Fan, 2010) that the gait manifold has a closed-loop 1D structure while the pose manifold is characterized by a circle.

http://stat.fsu.edu/~anuj/pdf/papers/Y2009/TuragaChapterVideoManifolds.pdf

5.1 Feature Space Manifold: Kendall’s Shape Sphere for Human Gait Analysis Shape analysis plays a very important role in object recognition, matching and registration. There has been substantial work in shape representation and on defining a feature vector which captures the essential attributes of the shape. A description of shape must be invariant to translation, scale and rotation. The Kendall’s shape space is a natural feature to use in such cases. Given a binary image consisting of the silhouette of a person, we extract the shape from this binary image. The procedure for obtaining shapes from the video sequence is graphically illustrated in Figure 3(a). Note that each frame of the video sequence maps to a point on the spherical shape manifold. Consider a situation where there are two shape sequences and we wish to compare how similar these two shape sequences are. One may want to use non-parametric sequence matching such as Dynamic-Time warping or a parametric approach such as state-space modeling. In either case, we need to take into account the geometry of the shape-manifold for matching. Consider dynamic time warping, which has been successfully used by the speech recognition [34] community for performing non-linear time normalization. Pre-shape, as we have already discussed lies on a spherical manifold. In our experiments, we use the Procrustes shape distance described in section 3.2 during the DTW distance computations. For state-space modeling such as autoregressive (AR) or ARMA, we use the tangent structure of the manifold. We project a given sequence to the tangent plane constructed at the mean-point. The AR and ARMA model parameters are then estimated on the tangent-planes. The tangent structure for Kendall’s shape manifold wa

Personalized Video Summarization with Human in the Loop

cvlab.postech.ac.kr/~bhhan/papers/wacv2011.pdf

by B Han - ‎Cited by 10 - ‎Related articles
Personalized Video Summarization with Human in the Loop. Bohyung Han ....manifold as well as semantic importance given by human inputs. With the ...

Human-in-the-loop - Wikipedia, the free encyclopedia

https://en.wikipedia.org/wiki/Human-in-the-loop

Wikipedia
Human-in-the-loop or HITL is defined as a model that requires human interaction. HITL is associated with virtual modeling & simulation (M&S) in the live, virtual, ...
Missing: manifold

Personalized video summarization with human in the loop

ieeexplore.ieee.org/.../abs...

Institute of Electrical and Electronics Engineers
by B Han - ‎2011 - ‎Cited by 10 - ‎Related articles
Personalized video summarization with human in the loop ... and subsequently characterize the structure of the video by a nonlinear manifold embedding. Then ...

Computers in the Human Interaction Loop

https://books.google.com/books?isbn=1848820542
Alexander Waibel, ‎Rainer Stiefelhagen - 2009 - ‎Computers
The processed faces obtained from the CLEAR 2007 data set lie on a highly non-linearmanifold, making recognition difficult. This is shown in Fig. 4.2, where the ...

Interactive Generative Manifold Learning - Navy SBIR / STTR

www.navysbir.com/12_2/99.htm

In other words, satisfactory nonlinear manifold learning approaches that put the ``human in the loop' are yet to be fully developed. Human steering of such ...

Human and Robot Hands: Sensorimotor Synergies to Bridge ...

https://books.google.com/books?isbn=331926706X
Matteo Bianchi, ‎Alessandro Moscatelli - 2016 - ‎Computers
Moreover, as explained in [21], the equilibrium manifold of the system can be used as ... the geometric constraints imposed by the presence of the closed loop.

Human Aspects in Computer Integrated Manufacturing: ...

https://books.google.com/books?isbn=1483293351
G.J. Olling - 2013 - ‎Computers
structures are restricted to manifold shapes in representative area. ... In this figure, region, shell, face, loop, edge and vertex are the topological elements that ...

[PDF]A Framework for Reasoning About the Human in the Loop

https://www.usenix.org/event/upsec08/tech/full.../cranor.pdf

USENIX
by LF Cranor - ‎Cited by 142 - ‎Related articles
ing about the human in the loop that provides a systematic approach to identifying potential causes for ... When secure systems rely on humans in the loop to.
Missing: manifold

Robot Control 2003 (SYROCO '03): A Proceedings Volume from ...

https://books.google.com/books?isbn=0080440096
Ignacy Dulęba, ‎Jurek Sasiadek - 2004 - ‎Technology & Engineering
In the case of closed-loop dynamics when the control signals of intelligence ... (38) is employed, it is possible to prove only the asymptotic stability on a manifold. ... robot hands suggests some possible hypotheses concerning human abilities of ...

Intelligent Data Analysis for Real-Life Applications: ...

https://books.google.com/books?isbn=1466618078
Magdalena-Benedito, Rafael - 2012 - ‎Computers
INTRODUCTION Human motion analysis is becoming a popular research topic ... that the gait manifold has a closed-loop 1D structure while the pose ma

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