Table of Contents

IH&MMSec 2017 Workshop Organization ...vii

IH&MMSec 2017 Sponsors & Supporters ix

Keynote Address 1

• Every Move You Make: Tracking Smartphone Users through Motion Sensors,

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Anupam Das (Carnegie Mellon University)

Session: Media Forensics & Counterforensics

• Information-theoretic Bounds of Resampling Forensics: New Evidence

for Traces Beyond Cyclostationarity 3

Cecilia Pasquini (University ofMiinster& Universitdt Innsbruck),Rainer Bohme (Universitdt Innsbruck & University ofMiinster)

• Countering Anti-Forensics of Lateral Chromatic Aberration 15

Owen Mayer, Matthew C. Stamm (Drexel University)

• Modeling Attacks on Photo-ID Documents and Applying Media Forensics

for the Detection of Facial Morphing 21

Christian Kraetzer, Andrey Makrushin, Tom Neubert, Mario Hildebrandt,

Jana Dittmann (Otto-von-Guericke University)

Session: Steganography & Steganalysis

• The Square Root Law of Steganography: Bringing Theory Closer to Practice 33

Andrew D. Ker (University ofOxford)

• Nonlinear Feature Normalization in Steganalysis 45

Mehdi Boroumand, Jessica Fridrich (Binghamton University)

• Improving GFR Steganalysis Features by Using Gabor Symmetry and WeightedHistograms 55

Chao Xia, Qingxiao Guan, Xianfeng Zhao (Chinese Academy ofSciences& University ofChinese Academy of Sciences),Zhoujun Xu, Yi Ma (Beijing Information Technology Institute)

Session: Deep Learning for Steganalysis• Deep Convolutional Neural Network to Detect J-UNIWARD 67

Guanshuo Xu (independent researcher),

• JPEG-Phase-Aware Convolutional Neural Network for Steganalysis of JPEG Images 75

Mo Chen, Vahid Sedighi, Mehdi Boroumand, Jessica Fridrich (Binghamton Universtiy)

• Audio Steganalysis with Convolutional Neural Network 85

Bolin Chen, Weiqi Luo, Haodong Li (Sun Yat-sen University)

Keynote Address 2

• Using Stylometry to Attribute Programmers and Writers 91

Rachel Greenstadt (Drexel University)

Session: Data Hiding in Natural Language, Watermarking• Towards Imperceptible Natural Language Watermarking for German 93

Oren Halvani, Martin Steinebach, Lukas Graner (FraunhoferInstitutefor Secure Information Technology SIT)

• Text Steganography with High Embedding Rate: Using Recurrent Neural Networks to

Generate Chinese Classic Poetry 99

Yubo Luo, Yongfeng Huang (Tsinghua University)

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• Audio Reversible Watermarking Scheme in the intDCT Domain

with Modified Prediction Error Expansion 105

Alejandra Menendez-Ortiz, Claudia Feregrino-Uribe (INAOE), Jose Juan Garcia-Hernandez (CINVESTAV)

• A Minimum Distortion - High Capacity Watermarking Technique for Relational Data IllMailed L. Perez Gort, Claudia Feregrino Uribe (National Institute ofAstrophysics, Optics and Electronics),Jyrki Nummenmaa (University ofTampere)

Session: Video Steganalysis• A Steganalytic Algorithm to Detect DCT-based Data Hiding Methods

for H.264/AVC Videos 123Peipei Wang, Yun Cao, Xianfeng Zhao (Chinese Academy ofSciences & University ofChinese Academy ofSciences),Meineng Zhu (Beijing Institute of Electronics Technology and Application)

• Combined and Calibrated Features for Steganalysis of Motion Vector-Based

Steganography in H.264/AVC 135Liming Zhai, Lina Wang, Yanzhen Ren (Wuhan University)

Session: Deep Learning for Media Forensics

• A Generic Approach Towards Image Manipulation Parameter Estimation

Using Convolutional Neural Networks 147Belhassen Bayar, Matthew C. Stamm (Drexel University)

• Recasting Residual-based Local Descriptors as Convolutional Neural Networks:

An Application to Image Forgery Detection 159Davide Cozzolino, Giovanni Poggi, Luisa Verdoliva (University Federico U ofNaples)

• Image Forensics Based on Transfer Learning and Convolutional Neural Network 165Yifeng Zhan, Yifang Chen, Qiong Zhang, Xiangui Kang (Sun Yat-Sen University)

Author Index171

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