Speaker: | Dr. Harry Shum
Senior Researcher and Assistant Managing Director Microsoft Research China |
Title: | Example-based facial sketch generation with non-parametric sampling |
Date: | Wednesday, 3 Oct 2001 |
Time: | 4:00pm - 5:00pm |
Venue: | Room 2407
The Hong Kong University of Science & Technology Clear Water Bay, Kowloon |
Abstract:
It's always fascinating to see how an artist draws a picture of
someone's face. Sketches are perhaps the simplest form of drawings
because they consist of only lines. In this talk, I will present an
example-based facial sketch system. Our system automatically generates a
sketch from an input face image, by learning from example sketches drawn
with a particular style by an artist. There are two key elements in our
system: a non-parametric sampling method and a flexible sketch model.
Given an input image pixel and its neighborhood, the conditional
distribution of a sketch point is computed by querying the examples and
finding all similar neighborhoods. An "expected sketch image" is then
drawn from the distribution to reflect the drawing style. Finally,
facial sketches are obtained by incorporating the sketch model.
Experimental results demonstrate the effectiveness of our techniques.
Biography:
Harry Shum received his Ph.D. in robotics from the School of Computer
Science, Carnegie Mellon University in 1996. He worked as a researcher
for three years in the vision technology group at Microsoft Research
Redmond. In 1999, he moved to Microsoft Research China where he is
currently a senior researcher and the assistant managing director. His
research interests include computer vision, computer graphics, user
interface, pattern recognition, statistical learning and robotics. Prof.
Shum is also an adjunct faculty member of Hong Kong University of
Science and Technology.