[image 03346] [9th CODH Seminar 2019-01-08 16:00-] Computer Vision with Limited Labeled Data
KITAMOTO Asanobu
kitamoto @ nii.ac.jp
2018年 12月 17日 (月) 10:50:46 JST
Dear Image-ML members,
We are pleased to announce that Satoshi Tsutsui, a PhD candidate at
Indiana University in USA, will give a talk about computer vision,
especially about computer vision with limited labeled data. You are all
invited. Registration in advance is required.
=======================================================================
9th CODH Seminar
Computer Vision with Limited Labeled Data
http://codh.rois.ac.jp/seminar/computer-vision-20190108/
Speaker Satoshi Tsutsui
Date 16:30-17:30, January 8 (Tue), 2019
Venue 1208 Meeting Room (12F), National Institute of Informatics.
Language English
Abstract Computer vision is making remarkable progress these days
supported by deep learning. Deep learning requires huge amount of
training data, but the cost to annotate many images is often high.
Various approaches have been proposed to circumvent this problem such as
transfer learning, semi-supervised learning, data argumentation, and
training data synthesis, but the best strategy depends on the specific
application. This talk discusses several case studies on computer vision
with limited labeled data. The examples include scientific figure
detection, drivable space segmentation for self-driving cars, anatomical
segmentation for pelvic magnetic resonance images, nail detection for
nail disease images, and children's visual learning analysis with
head-mounted camera.
Bio Satoshi Tsutsui is a PhD candidate at Indiana University in USA,
advised by David Crandall. He is interested in computer vision, deep
learning, and their applications. In the past, he interned at Peking
University in China where he worked on computer vision for medical
applications, and at Preferred Networks in Japan where he worked on
computer vision for autonomous driving. Detail:
http://homes.sice.indiana.edu/stsutsui/
=======================================================================
Asanobu KITAMOTO
Center for Open Data in the Humanities
National Institute of Informatics
http://researchmap.jp/kitamoto/
image メーリングリストの案内