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Automated reassembly of file fragmented images using greedy algorithms

机译:使用贪婪算法自动重组文件碎片图像

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The problem of restoring deleted files from a scattered set of fragments arises often in digital forensics. File fragmentation is a regular occurrence in hard disks, memory cards, and other storage media. As a result, a forensic analyst examining a disk may encounter many fragments of deleted digital files, but is unable to determine the proper sequence of fragments to rebuild the files. In this paper, we investigate the specific case where digital images are heavily fragmented and there is no file table information by which a forensic analyst can ascertain the correct fragment order to reconstruct each image. The image reassembly problem is formulated as a k-vertex disjoint graph problem and reassembly is then done by finding an optimal ordering of fragments. We provide techniques for comparing fragments and describe several algorithms for image reconstruction based on greedy heuristics. Finally, we provide experimental results showing that images can be reconstructed with high accuracy even when there are thousands of fragments and multiple images involved.
机译:从分散的片段集中恢复已删除文件的问题经常出现在数字取证中。文件碎片在硬盘,存储卡和其他存储介质中经常发生。结果,检查磁盘的法医分析师可能会遇到许多已删除数字文件的片段,但无法确定片段的正确顺序来重建文件。在本文中,我们调查了数字图像严重碎片化且没有文件表信息的情况,法医分析人员无法通过文件表信息来确定重建每个图像的正确碎片顺序。将图像重组问题公式化为k顶点不相交图问题,然后通过找到片段的最佳排序来完成重组。我们提供了比较片段的技术,并描述了基于贪婪启发式的几种图像重建算法。最后,我们提供的实验结果表明,即使涉及成千上万的片段和多个图像,也可以以高精度重建图像。

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