Ultra-scale vehicle tracking in low spatial resolution and low frame-rate overhead video

@inproceedings{Carrano2009UltrascaleVT,
  title={Ultra-scale vehicle tracking in low spatial resolution and low frame-rate overhead video},
  author={Carmen J. Carrano},
  booktitle={Optical Engineering + Applications},
  year={2009}
}
  • C. Carrano
  • Published in
    Optical Engineering…
    20 May 2009
  • Computer Science
Overhead persistent surveillance systems are becoming more capable at acquiring wide-field image sequences for long time-spans. The need to exploit this data is becoming ever greater. The ability to track a single vehicle of interest or to track all the observable vehicles, which may number in the thousands, over large, cluttered regions while they persist in the imagery either in real-time or quickly on-demand is very desirable. With this ability we can begin to answer a number of interesting… 
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References

SHOWING 1-6 OF 6 REFERENCES
"Mtrack 2.0": An ultra-scale tracking algorithm for low-resolution overhead imagery
  • C. Carrano
  • Environmental Science, Computer Science
  • 2008
TLDR
This work builds upon an earlier report, where now the algorithm has been modified for improved performance and has been substantially improved to handle much larger datasets in a much shorter time.
Digital image warping
TLDR
This book is intended to be a practical guide for eclectic scientists and engineers who find themselves in need of implementing warping algorithms and comprehending the underlying concepts.
"J."
however (for it was the literal soul of the life of the Redeemer, John xv. io), is the peculiar token of fellowship with the Redeemer. That love to God (what is meant here is not God’s love to men)
GPU-accelerated hierarchical dense correspondence for real-time aerial video processing
TLDR
This paper presents a hierarchical dense correspondence algorithm designed for implementation on graphics processing units (GPUs), suitable for use when there are uncor-rected nonlinear lens distortions, and a framework for using this dense correspondence to implement local mosaicking, super-resolution enhancement, and mover detection.
Real-Time GPS/INS Correlated Geo-Registration and Image Stabilization of Streaming High-Resolution Imagery Utilizing Commercial Graphics Processors
  • UCRL-ABS-204226,
  • 2004
Progressive Dense Correspondence with Applications to Video Analysis
  • UCRL-ABS- 225824,
  • 2006