CB3M: Content-Based 3D Mosaics with Dynamic Pushbroom Stereo
We propose a
content-based three-dimensional
(3D) mosaic representation for long
video sequences of 3D and dynamic scenes captured by a camera on a
mobile
platform. The motion of the camera has a dominant direction of motion
(as on an
airplane or ground vehicle), but 6 degrees-of-freedom (DOF) motion is
allowed.
In the first step, a pair of generalized parallel-perspective
(pushbroom)
stereo mosaics is generated that captured both the 3D and dynamic
aspects of
the scene under the camera coverage. In the second step, a
segmentation-based
stereo matching algorithm is applied to extract parametric
representation of
the color, structure and motion of the dynamic and/or 3D objects in
urban
scenes where a lot of planar surfaces exist. Based on these results,
the
content-based 3D mosaic (CB3M) representation is created, which is a
highly
compressed visual representation for very long video sequences of
dynamic 3D
scenes. Our goal is
to acquire geo-referenced 3D mosaic
maps with motion tracking information for 3D (moving) targets using a
light
aerial vehicle flying over or a ground vehicle move across an unknown
3D environment.
Related Publications
- H.
Tang, Z. Zhu, G.
Wolberg and J. R. Layne, Dynamic 3D Urban Scene Modeling Using
Multiple
Pushbroom Mosaics, the Third International Symposium on 3D Data
Processing, Visualization and Transmission (3DPVT 2006), University
of
North Carolina, Chapel Hill, USA, June 14-16, 2006, accepted.
- Z.
Zhu, H. Tang, Content-Based
Dynamic 3D Mosaics, IEEE Workshop on Three-Dimensional
Cinematography
(3DCINE'06), June 22, New York City
(in conjunction with CVPR), accepted
- Z. Zhu, H. Tang, G. Wolberg and
J. R.
Layne, Content-Based
3D Mosaics for Dynamic Urban 3D Scenes. SPIE Defense and
Security Symposium 2006, 17 - 21 April 2006, Orlando, Florida, USA
- Z. Zhu, Y.-C. Hu, Gamma/X-Ray Linear Pushbroom Stereo
for 3D Cargo Inspection. SPIE Defense and Security
Symposium 2006, 17 -
21 April 2006, Orlando, Florida, USA
- Z.
Zhu, H. Tang, G.
Wolberg and J. R. Layne, Content-Based
3D Mosaic Representation for Video of
Dynamic 3D Scenes. IEEE/AIPR
Workshop 2005: Multi-Modal
Imaging,
Washington DC, October 19-21, 2005
- Z.
Zhu, H. Tang, B. Shen, G. Wolberg, 3D and
Moving Target Extraction from Dynamic Pushbroom Stereo Mosaics,
IEEE
Workshop on Advanced 3D Imaging for Safety and Security, June 25, 2005,
San
Diego, CA, USA
- Z.
Zhu, A. R. Hanson, Mosaic-Based
3D
Scene Representation and Rendering, Special Session on
Interactive Representation of Still and Dynamic Scenes, the Eleventh
International Conference on Image Processing,
Genova, Italy, September 11-14, 2005,.
- Z.
Zhu, L. Zhao, J.
Lei, 3D
Measurements in Cargo Inspection with a Gamma-Ray Linear Pushbroom
Stereo System, IEEE Workshop on Advanced 3D Imaging for Safety
and
Security, June 25, 2005, San Diego, CA, USA
- Z.
Zhu, E. M.
Riseman, A. R. Hanson and H. Schultz, An Efficient
Method for Geo-Referenced
Video Mosaicing for Environmental Monitoring.
Machine Vision Applications Journal,
16(4), 2005, 203-126
- Z.
Zhu, E. M. Riseman, A. R. Hanson, Generalized
Parallel-Perspective Stereo Mosaics from
Airborne Videos, IEEE Transactions on Pattern Analysis and
Machine Intelligence, vol. 26, no. 2, Feb 2004, pp 226-237.
Collaborators:
- Professor George Wolberg, Department
of Computer Science, The City College of
New York
- Professor
Robert Haralick, Department of Computer Science, The CUNY
Graduate Center
- Professor
Allen Hanson, Department of Computer Science, University of
Massachusetts at Amherst
- Dr. Jeffery R. Layne, The Air Force Research Laboratory (AFRL)
Students:
- Hao Tang, Department
of Computer Science and Department of Mathematics, The City College of
New York
- Yu-Chi Hu, Department
of Computer Science, The CUNY Graduate Center
- Tao Wang, Department
of Computer Science, The CUNY Graduate Center
- Bing
Shen,
Department
of Computer Science, The City College of
New York
- Li
Zhao,
Department
of Computer Science, The City College of
New York
Related Grants
- AFRL
RASER Program (Award
No. FA8650-05-1-1853), Dynamic Pushbroom Stereo Mosaics for 3D and
Moving
Target Extraction - A New Geometric Approach, Feb, 15, 2005 - Feb 14,
2009, PI - Z. Zhu,
Co-PIs, G. Wolberg, R. T. Haralick
- New
York Software Industrial Association (NYSIA)
Research Project, Tracking
Moving Objects via a PTZ or Moving
Camera, Aug 2004- July 2005, PI- Z. Zhu
- PSC/CUNY
36 Research Award, Dynamic
Pushbroom Stereo Mosaics for Video Surveillance over Large-Scale
Scenes, 07/01/2005-06/30/2006,
PI- Z. Zhu