ByteNet: Rethinking multimedia file fragment classification through visual perspectives

W Liu, K Wu, T Liu, Y Wang, KH Yap… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Multimedia file fragment classification (MFFC) aims to identify file fragment types, eg,
image/video, audio, and text without system metadata. It is of vital importance in multimedia …

Intra-and inter-sector contextual information fusion with joint self-attention for file fragment classification

Y Wang, W Liu, K Wu, KH Yap, LP Chau - Knowledge-Based Systems, 2024 - Elsevier
File fragment classification (FFC) aims to identify the file type of file fragments in memory
sectors, which is of great importance in memory forensics and information security. Existing …

A Byte-based GPT-2 Model for Bit-flip JPEG Bitstream Restoration

H Qin, H Sun, Y Wang - 2024 Asia Pacific Signal and …, 2024 - ieeexplore.ieee.org
In this paper, we investigate the application of large language models (LLMs) for the
recovery of corrupted bitstreams, specifically focusing on JPEG image data. We propose a …