Researchers Push Towards New Frontiers in Computer Vision
October 11, 2011
In August, researchers from
academia and industry gathered to discuss the past, present and future
of the field of computer vision during the Frontiers in Computer Vision
Workshop at the Stata Center. Unlike many academic workshops, where the
overriding goal is to facilitate discussion and collaboration on
innovative research, the Frontiers in Computer Vision Workshop was
designed to help define a clear goal for the field that will lay the
groundwork for the next generation of computer vision research.
CSAIL Principal Investigator Aude Oliva, who co-organized the
workshop with Professor Alan Yuille of UCLA, explained that the workshop
more than exceeded her expectations. Of the 90 people invited to
attend, all eagerly gathered for three days of sessions covering
everything from the field’s history to key research advances and
industry applications. Most importantly, explained Oliva, researchers
decided that a key mission going forward is providing better education
for the next generation of computer vision researchers, which they hope
will help propel the field forward.
“We really packed 14 different sessions in three days. The sessions
covered scientific issues and issues related to not only where the
field should go, but also what is the historical perspective of the
field, what are the challenges and the questions that are important to
look at,” said Oliva.
Since the last workshop on the challenges and directions in
computer vision 20 years ago, researchers have seen the rise of the
Internet, an innovation that has made a major impact on research
developments in the field. Computer vision started with the goal of
building machines that can see like humans, but it has expanded to
include applications such as online image searching, computational
photography, biological imaging, vision for nanotechnology and much
more. By providing access to vast quantities of information, the
Internet has allowed computer vision algorithms and methods to progress
dramatically.
The Frontiers in Computer Vision Workshop this past summer provided
participants a glimpse of research activities underway in the field, as
well as a chance to connect with colleagues, new and old alike. From
feedback Oliva and Yuille have received, it seems the workshop has
already to begun to spark seeds of interest in new areas of research and
collaboration.
According to Oliva, many participants relayed that, “it was great
to have a view, the gist, the summary of what everybody does in three
days.”
“We discussed the taxonomy, the scholarship, the relations between
biological vision and computer vision, but what was really important was
to see the different areas where people are excited and see some of the
challenges and the questions going forward,” she added.
An important outcome of the workshop was a joint decision by
participants to focus their efforts on training and educating the next
generation of computer vision researchers. Participants expressed the
need for creating summer school opportunities for students interested in
exploring the field, developing comprehensive textbooks, and increasing
awareness of the field, for instance through Wikipedia, in addition to
posting educational videos and tutorials online. Since the workshop,
participants have continued the discussion and have commenced compiling a
list of 20 different techniques in computer vision that they feel every
researcher should learn.
“Something that was discussed a lot is how to train the next
generation and what students need to know. People came up with a list of
the top questions and most important methods that we should teach to
students, to the next generation of computer vision researchers and
engineers,” said Oliva. “I think this was one of the most important
outcomes of the workshop, all of us agreeing that we need to come up
with training and education strategies because then the field can grow
and cross-fertilize if people know all these different techniques and
methods.”
Since the workshop, participants have been actively engaging and
collaborating on ideas to further advance the field. Oliva and Yuille
are compiling a report on the workshop, which will guide the next steps,
including organizing a second frontier workshop at the IEEE’s Computer
Vision and Pattern Recognition Conference in 2012.
“We hope this will have a snowball effect,” said Oliva. “The idea
is that we started it as a little flame and now other people have to
spread it.”
Looking back on the workshop, Oliva hopes that its legacy will be to lay the groundwork for a better future for the field.
“If 20 years from now the younger generation says, ‘Here is what
the Frontiers in Computer Vision Workshop in 2011 did, they changed the
field because they decided people needed to be well trained and educated
in the various inter-disciplinary methods,’ then that will be the most
rewarding outcome,” said Oliva.
For more information on the Frontiers in Computer Vision Workshop,
which was funded by the National Science Foundation and the U.S. Army
Research Office, please visit: http://www.frontiersincomputervision.com/.
Abby Abazorius, CSAIL
|
Comments
Post a Comment