MPI-INF Logo
Publications

Server    domino.mpi-inf.mpg.de

Proceedings Article, Paper
@InProceedings
Beitrag in Tagungsband, Workshop

Author, Editor
Author(s):
Gall, Jürgen
Lempitsky, Victor
dblp
dblp
Not MPG Author(s):
Lempitsky, Victor
Editor(s):
BibTeX cite key*:
Gall2009c
Title, Booktitle
Title*:
Class-Specific Hough Forests for Object Detection
Booktitle*:
2009 IEEE Conference on Computer Vision and Pattern Recognition : CVPR 2009
Event, URLs
Conference URL::
http://www.cvpr2009.org/
Downloading URL:
http://dx.doi.org/10.1109/CVPR.2009.5206740
Event Address*:
Miami, Florida
Language:
English
Event Date*
(no longer used):
Organization:
Event Start Date:
20 June 2009
Event End Date:
25 June 2009
Publisher
Name*:
IEEE
URL:
Address*:
Piscataway, NJ
Type:
Vol, No, Year, pp.
Series:
Volume:
Number:
Month:
Pages:
1022-1029
Year*:
2009
VG Wort Pages:
27
ISBN/ISSN:
978-1-4244-3992-8
Sequence Number:
DOI:
10.1109/CVPR.2009.5206740
Note, Abstract, ©
(LaTeX) Abstract:
We present a method for the detection of instances of an
object class, such as cars or pedestrians, in natural images.
Similarly to some previous works, this is accomplished via
generalized Hough transform, where the detections of individual
object parts cast probabilistic votes for possible
locations of the centroid of the whole object; the detection
hypotheses then correspond to the maxima of the Hough
image that accumulates the votes from all parts. However,
whereas the previous methods detect object parts using generative
codebooks of part appearances, we take a more discriminative
approach to object part detection. Towards this
end, we train a class-specific Hough forest, which is a random
forest that directly maps the image patch appearance
to the probabilistic vote about the possible location of the
object centroid. We demonstrate that Hough forests improve
the results of the Hough-transform object detection significantly
and achieve state-of-the-art performance for several
classes and datasets.
Download
Access Level:
Public

Correlation
MPG Unit:
Max-Planck-Institut für Informatik
MPG Subunit:
Computer Graphics Group
Appearance:
MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort



BibTeX Entry:

@INPROCEEDINGS{Gall2009c,
AUTHOR = {Gall, J{\"u}rgen and Lempitsky, Victor},
TITLE = {Class-Specific {Hough} Forests for Object Detection},
BOOKTITLE = {2009 IEEE Conference on Computer Vision and Pattern Recognition : CVPR 2009},
PUBLISHER = {IEEE},
YEAR = {2009},
PAGES = {1022--1029},
ADDRESS = {Miami, Florida},
ISBN = {978-1-4244-3992-8},
DOI = {10.1109/CVPR.2009.5206740},
}


Entry last modified by Anja Becker, 03/22/2010
Hide details for Edit History (please click the blue arrow to see the details)Edit History (please click the blue arrow to see the details)

Editor(s)
[Library]
Created
03/24/2009 06:33:59 PM
Revisions
3.
2.
1.
0.
Editor(s)
Anja Becker
Anja Becker
Thomas Schultz
Jürgen Gall
Edit Dates
22.03.2010 14:26:20
17.03.2010 14:36:16
04/06/2009 04:59:58 PM
03/24/2009 06:33:59 PM