Personal Info
During the summer of 2010 I led a research team at the summer workshop of the Center for Language and Speech Processing at Johns Hopkins University. For 6 weeks we worked on combining text and video analysis to identify and localize complex actions in broadcast videos. You can find more detailed information about our project and our results here.
Since January 2009 I am working as a Senior Researcher for Video Analysis for StreamSage, part of Comcast T+PD, that focuses on Search and Discovery of Multimedia Content in various domains such as news, sports, and entertainment.
Before that I worked rom August 2004 until December 2008 as a Research Scientist for the Real-time Vision and Modeling Department of Siemens Corporate Research (Princeton, NJ) and the Information & Communication Division of Siemens Corporate Technology (Munich, Germany).
In August 2004 I graduated from the Computer Vision Lab at the University of Maryland where my advisor was Yiannis Aloimonos.
The best way to reach me is via email at either jan_neumann AT cable DOT comcast DOT com (work) or jankneumann AT gmail DOT com (private).
Research Overview
StreamSage/Comcast (2009 - Now)
Currently I work on
computer vision and machine learning problems related to video
summarization and chaptering, object and person recognition, and
activity classification in premium broadcast video. We specifically
focus on multi-modal approaches to these problems by combining methods
from video, speech, sound and natural language processing.
Siemens Corporate Research (2004 - 2008)
At Siemens I mainly worked mainly on pedestrian detection as part of a night vision system for cars (video of a comparison of our system against BMW and Daimler-Chrysler - in German) and for surveillance applications (see my CVPR 2007 paper).
Doctoral Research at the University of Maryland, College Park (1997 - 2004)
During my graduate studies I studied the geometry and statistics of visual
space-time, i.e. representations of 3D shape and movement that can be
extracted from images. This work had applications in many areas of
computer vision and graphics, for example it lead to
More detailed information about my research can be found on my research overview page and in my publications.
While this site is under construction, you can find more information about my thesis work at my old university web page here.
Selected Publications
(see Publications for the full list)
-
Recognizing Manipulation Actions in Arts and Crafts Shows using DomainSpecific Visual and Textual Cues.
Benjamin Sapp, Rizwan Chaudhry, Xiaodong Yu, Gautam Singh, Ian Perera, Francis Ferraro, Evelyne Tzoukermann, Jana Kosecka and Jan Neumann.
In 3rd International Workshop on Video Event Categorization, Tagging and Retrieval for Real-World Applications (VECTaR 2011 in conjunction with ICCV 2011), Nov 2011
(link to published paper) (link to poster)
-
Language Models for Semantic Extraction and Filtering in Video Action Recognition.
Evelyne Tzoukermann, Jan Neumann, Jana Kosecka, Cornelia Fermuller, Ian Perera, Frank Ferraro, Ben Sapp, Rizwan Chaudhry and Gautam Singh
In Language-Action Tools for Cognitive Artificial Agents: Papers from the 2011 AAAI Workshop (WS-11-14), Aug 2011
(link to published paper)
- Predicate
Logic based Image Grammars for
Complex Pattern
Recognition.
Vinay D. Shet, Maneesh Singh,
Claus
Bahlmann, Visvanathan Ramesh, Jan Neumann and Larry Davis.
International
Journal of Computer Vision (IJCV),
Special Issue on Stochastic Image Grammars (In Press), 2010
(Link to preprint)
- Bilattice based Logical Reasoning for Human Detection.
Vinay D. Shet, Jan Neumann, Visvanathan Ramesh and Larry
S. Davis.
IEEE Computer Vision and Pattern Recognition (CVPR), Minneapolis, MN, USA, 2007
(link to preprint) (link to conference poster)
- Microphone Arrays as Generalized Cameras for Integrated Audio Visual
Processing.
Adam O' Donovan, Ramani Duraiswami and
Jan Neumann.
Oral presentation at IEEE Conference on Computer Vision and
Pattern Recognition (CVPR), Minneapolis, MN, USA, 2007
(link to preprint) (slides with supplemental materials) (commercialization: http://www.visisonics.com/)
(project web page) (movie .wmv) (movie2 .wmv)
-
Compound Eye Sensor for 3D Ego Motion Estimation.
Jan Neumann, Cornelia Fermüller, Yiannis
Aloimonos and Vladimir Brajovic.
IEEE International Conference on Robotics and
Automation, 2004, Vol. 4, Pages: 3712- 37174
(link to published paper) (link to preprint)
-
A hierarchy of cameras for 3d photography.
Jan Neumann, Cornelia Fermüller, and Yiannis Aloimonos.
Computer Vision and Image Understanding, Volume 96, Issue 3 , December 2004, Pages 274-293,
Special issue on model-based and image-based 3D scene representation for interactive visualization
(Link to published paper) (Link to preprint)
-
Plenoptic video geometry.
Jan Neumann and Cornelia Fermüller.
Visual Computer, Volume 19, Number 6, Pages 395-404, October 2003.
(Link to published paper)
(Link to preprint)
-
Spatio-temporal stereo using multi-resolution subdivision surfaces.
Jan Neumann and Yiannis Aloimonos.
International Journal of Computer Vision, 47(1/2/3):181-193, 2002.
(Link to published paper) (Link to preprint)
"The reasonable man adapts himself to the world; the
unreasonable one persists in trying to adapt the world to himself.
Therefore all progress depends on the unreasonable man." G.B. Shaw
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