FiFTy: large-scale file fragment type identification using convolutional neural networks

G Mittal, P Korus, N Memon - IEEE Transactions on Information …, 2020 - ieeexplore.ieee.org
We present FiFTy, a modern file-type identification tool for memory forensics and data
carving. In contrast to previous approaches based on hand-crafted features, we design a …

[HTML][HTML] The role of evaluations in reaching decisions using automated systems supporting forensic analysis

T Bollé, E Casey, M Jacquet - Forensic Science International: Digital …, 2020 - Elsevier
Automated systems allow forensic practitioners to perform analysis tasks that would
otherwise be infeasible. However, unless the outputs of such systems are critically evaluated …

ByteRCNN: Enhancing File Fragment Type Identification with Recurrent and Convolutional Neural Networks

K Skračić, J Petrović, P Pale - IEEE access, 2023 - ieeexplore.ieee.org
File fragment type identification is an important step in file carving and data recovery.
Machine learning techniques, especially neural networks, have been utilized for this …

Classification of Low-and High-Entropy File Fragments Using Randomness Measures and Discrete Fourier Transform Coefficients

K Skračić, J Petrović, P Pale - Vietnam journal of computer science, 2023 - World Scientific
This paper presents an approach to improve the file fragment classification by proposing
new features for classification and evaluating them on a dataset that includes both low-and …

[HTML][HTML] A contemporary investigation of NTFS file fragmentation

V van der Meer, H Jonker, J van den Bos - Forensic Science International …, 2021 - Elsevier
There is a significant amount of research in digital forensics into analyzing file fragments or
reconstructing fragmented data. At the same time, there are no recent measurements of …

Jpg $ Scraper $: An advanced carver for JPEG files

E Uzun, HT Sencar - IEEE Transactions on Information …, 2019 - ieeexplore.ieee.org
Orphaned file fragment carving is concerned with recovering contents of encoded data in the
absence of any coding metadata. Constructing an orphaned file carver requires addressing …

Computational sensor fingerprints

P Korus, N Memon - IEEE Transactions on Information …, 2022 - ieeexplore.ieee.org
Analysis of imaging sensors is one of the most reliable photo forensic techniques, but it is
increasingly challenged by complex image processing in modern cameras. The underlying …

[HTML][HTML] Problem solved: A reliable, deterministic method for JPEG fragmentation point detection

V van der Meer, J van den Bos, H Jonker… - Forensic Science …, 2024 - Elsevier
Recovery of deleted JPEG files is severely hindered by fragmentation. Current state-of-the-
art JPEG file recovery methods rely on content-based approaches. That is, they consider …

Syntactical method for reconstructing highly fragmented OOXML files

M Boiko, V Moskalenko - 2023 - dspace.library.khai.edu
This paper proposes a syntactical method for reconstructing OOXML documents based on
knowledge about the internal structure of this file type, regardless of their content. The …

Advanced file carving: ontology, models and methods

M Boiko, V Moskalenko, O Shovkoplias - 2023 - dspace.library.khai.edu
File carving techniques are important in the field of digital forensics. At the same time, the
rapid growth in the amount and types of data requires the development of file carving …