| | |
Summary: Simultaneous Localization and Recognition of Dynamic Hand Gestures
Jonathan Alon, Vassilis Athitsos, Quan Yuan, and Stan Sclaroff #
Computer Science Department
Boston University
Boston, MA 02215
Abstract
A method for the simultaneous localization and recogni
tion of dynamic hand gestures is proposed. At the core of
this method is a dynamic spacetime warping (DSTW) al
gorithm, that aligns a pair of query and model gestures
in both space and time. For every frame of the query
sequence, feature detectors generate multiple hand region
candidates. Dynamic programming is then used to compute
both a global matching cost, which is used to recognize the
query gesture, and a warping path, which aligns the query
and model sequences in time, and also finds the best hand
candidate region in every query frame. The proposed frame
work includes translation invariant recognition of gestures,
a desirable property for many HCI systems. The perfor
mance of the approach is evaluated on a dataset of hand
|