Publications

My published conference & journal articles.

2022

  1. thesis
    DEEP LEARNING FOR IMAGE STEGANOGRAPHY AND STEGANALYSIS. CHALLENGES, ADVANCES, AND OPPORTUNITIES
    Yousfi, Y.
    2022
  2. IH
    Detector-Informed Batch Steganography and Pooled Steganalysis
    Yousfi, Y., Dworetzky, E., and Fridrich, J.
    In The 10th ACM Workshop on Information Hiding and Multimedia Security 2022

2021

  1. Data Augmentation for JPEG Steganalysis
    Itzhaki, T., Yousfi, Y., and Fridrich, J.
    In IEEE International Workshop on Information Forensics and Security 2021
  2. CNN Steganalyzers Leverage Local Embedding Artifacts
    Yousfi, Y., Butora, J., and Fridrich, J.
    In IEEE International Workshop on Information Forensics and Security 2021
  3. IH
    How to Pretrain for Stegnalysis
    Butora, J., Yousfi, Y., and Fridrich, J.
    In The 9th ACM Workshop on Information Hiding and Multimedia Security 2021
  4. IH
    Improving EfficientNet for JPEG Steganalysis
    Yousfi, Y., Butora, J., Fridrich, J., and Fuji-Tsang, C.
    In The 9th ACM Workshop on Information Hiding and Multimedia Security 2021

2020

  1. ImageNet Pre-trained CNNs for JPEG Steganalysis
    Yousfi, Y., Butora, J., Khvedchenya, E., and Fridrich, J.
    In IEEE International Workshop on Information Forensics and Security 2020
  2. SPL
    An Intriguing Struggle of CNNs in JPEG Steganalysis and the OneHot Solution
    Yousfi, Y., and Fridrich, J.
    IEEE Signal Processing Letters 2020
  3. EI
    JPEG steganalysis detectors scalable with respect to compression quality
    Yousfi, Y., and Fridrich, J.
    In Proceedings IS&T, Electronic Imaging, Media Watermarking, Security, and Forensics 2020
  4. IH
    Turning Cost-Based Steganography into Model-Based
    Butora, J., Yousfi, Y., and Fridrich, J.
    In The 8th ACM Workshop on Information Hiding and Multimedia Security 2020
  5. asilomar
    Successive Information Bottleneck and applications in Deep Learning
    Yousfi, Y., and Akyol, E.
    In Asilomar Conference on Signals, Systems and Computers 2020

2019

  1. IH
    Breaking ALASKA: Color Separation for Steganalysis in JPEG Domain
    Yousfi, Y., Butora, J., Giboulot, Q., and Fridrich, J.
    In The 7th ACM Workshop on Information Hiding and Multimedia Security 2019