Search Results - "File-type classification"

FiFTy: Large-Scale File Fragment Type Identification Using Convolutional Neural Networks by Mittal, Govind, Korus, Pawel, Memon, Nasir

“…We present FiFTy, a modern file-type identification tool for memory forensics and data carving. In contrast to previous approaches based on hand-crafted…”
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Sceadan: Using Concatenated N-Gram Vectors for Improved File and Data Type Classification by Beebe, Nicole L., Maddox, Laurence A., Lishu Liu, Minghe Sun

“…Over 20 studies have been published in the past decade involving file and data type classification for digital forensics and information security applications…”
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Image Representation and Deep Inception-Attention for File-type and Malware Classification by Wang, Yi, Wu, Kejun, Liu, Wenyang, Yap, Kim-Hui, Chau, Lap-Pui

“…File-type classification aims to recognize the file types of files/fragments without file-system metadata, which is essential for memory forensics and data…”
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PNG Data Detector for DECA by Odogwu, Kingson Chinedu, Gladyshev, Pavel, Habibnia, Babak

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File Type Classification based on Data Fragments from Compressed Archives for Digital Forensics by Saleh, Mariam M., Wang, Alexander, AlSlaiman, Muhanned, Salman, Mohammed

“…This paper presents a novel deep learning approach to classifying file types based on file fragments from compressed archive files for digital forensics such…”
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File fragment encoding classification—An empirical approach by Roussev, Vassil, Quates, Candice

“…Over the past decade, a substantial effort has been put into developing methods to classify file fragments. Throughout, it has been an article of faith that…”
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A New Approach to Multimedia Files Carving by Weidong Qiu, Run Zhu, Jie Guo, Xiaoming Tang, Bozhong Liu, Zheng Huang

“…Traditional file recovery methods rely on file system information, which are ineffective when file system information isn't available. File carving is a file…”
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