A Deterministic Approach to Detect Median Filtering in 1D Data

被引:22
|
作者
Pasquini, Cecilia [1 ]
Boato, Giulia [1 ]
Alajlan, Naif [2 ]
De Natale, Francesco G. B. [1 ]
机构
[1] Univ Trento, Dept Informat Engn & Comp Sci, I-38123 Trento, Italy
[2] King Saud Univ, Coll Comp & Informat Sci, Riyadh 11543, Saudi Arabia
关键词
Forensics; detection; median filter;
D O I
10.1109/TIFS.2016.2530636
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, we propose a forensic technique that is able to detect the application of a median filter to 1D data. The method relies on deterministic mathematical properties of the median filter, which lead to the identification of specific relationships among the sample values that cannot be found in the filtered sequences. Hence, their presence in the analyzed 1D sequence allows excluding the application of the median filter. Owing to its deterministic nature, the method ensures 0% false negatives, and although false positives (sequences not filtered classified as filtered) are theoretically possible, experimental results show that the false alarm rate is null for sufficiently long sequences. Furthermore, the proposed technique has the capability to locate with good precision a median filtered part of 1-D data and provides a good estimate of the window size used.
引用
收藏
页码:1425 / 1437
页数:13
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