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Performance Bounds for ATR based on Compressed Data (1998)  (Make Corrections)  (3 citations)
Avinash Jain, Pierre Moulin, Michael I. Miller, Kannan Ramchandran



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Abstract: This work conducted within the Army's Center for Imaging Science (CIS) focuses on quantifying performance loss when Automatic Target Recognition (ATR) systems operate on compressed image data. We consider the problem of target detection based on sensor data compressed using transform-based coders. Information-theoretic distances such as Kullback-Leibler and Chernoff distances are used to bound detection performance. Detection problems under known and unknown orientation of target are... (Update)

Context of citations to this paper:   More

...in which image classification algorithms operate on compressed image data. Examples include Automatic Target Recognition [1, 2, 3, 4], detection of abnormalities in compressed medical images, and classification of compressed aerial images [5] Recently there have been...

...applications in which image classification algorithms operate on compressed image data. Examples include Automatic Target Recognition [1, 2, 3], detection of abnormalities in compressed medical images, and classification of compressed aerial images [4] Recently there have been...

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BibTeX entry:   (Update)

A. Jain, P. Moulin, M. I. Miller and K. Ramchandran, "Performance Bounds for ATR Based on Compressed Data," Proc. Army Workshop on Data Compression Techniques for Missile Guidance Data Links, Huntsville, AL, Dec. 1998. Available from http://www.ifp.uiuc.edu/moulin/acw98.ps. http://citeseer.ist.psu.edu/article/jain98performance.html   More

@misc{ jain98performance,
  author = "A. Jain and P. Moulin and M. Miller and K. Ramchandran",
  title = "Performance Bounds for ATR Based on Compressed Data",
  text = "A. Jain, P. Moulin, M. I. Miller and K. Ramchandran, Performance Bounds
    for ATR Based on Compressed Data, Proc. Army Workshop on Data Compression
    Techniques for Missile Guidance Data Links, Huntsville, AL, Dec. 1998. Available
    from http://www.ifp.uiuc.edu/moulin/acw98.ps.",
  year = "1998",
  url = "citeseer.ist.psu.edu/article/jain98performance.html" }
Citations (may not include all citations):
2319   Elements of Information Theory (context) - Cover, Thomas - 1991
199   An Introduction to Signal Detection and Estimation (context) - Poor - 1994
49   Large deviations for performance analysis : queues (context) - Shwartz, Weiss - 1995
16   A general class of coefficients of divergence of one distrib.. (context) - Ali, Silvey - 1966
5   Performance Analysis of Bayesian Object Recognition in Compu.. (context) - Grenander, Srivastava et al.
4   Optimum Quantization for Detection (context) - Picinbono, Duvaut - 1988
2   Optimal Quantization for Signal Detection (context) - Kassam - 1977
1   Automatic Target Recognition Via Jump-Diffusion Algorithms (context) - Miller, Grenander et al. - 1997
1   Detection Bounds for Automatic Target Recognition in Compres.. (context) - Moulin, Miller - 1998
1   A General Relationship between Two Quantizer Design Criterio.. (context) - Poor, Alexandrou - 1980

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