On the vulnerability of deep learning to adversarial attacks for camera model identification

Signal Processing Image Communication ◽

10.1016/j.image.2018.04.007 ◽

2018 ◽

Vol 65 ◽

pp. 240-248 ◽

Author(s):

F. Marra ◽

D. Gragnaniello ◽

L. Verdoliva

Keyword(s):

Deep Learning ◽

Model Identification ◽

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Deep Learning Based Counter–Forensic Image Classification for Camera Model Identification

Digital Forensics and Watermarking - Lecture Notes in Computer Science ◽

10.1007/978-3-319-64185-0_5 ◽

2017 ◽

pp. 52-64 ◽

Author(s):

Venkata Udaya Sameer ◽

Ruchira Naskar ◽

Nikhita Musthyala ◽

Kalyan Kokkalla

Keyword(s):

Deep Learning ◽

Image Classification ◽

Model Identification ◽

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Generative Adversarial Attacks Against Deep-Learning-Based Camera Model Identification

IEEE Transactions on Information Forensics and Security ◽

10.1109/tifs.2019.2945198 ◽

2019 ◽

pp. 1-1 ◽

Author(s):

Chen Chen ◽

Xinwei Zhao ◽

Matthew C. Stamm

Keyword(s):

Deep Learning ◽

Model Identification ◽

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Towards Open Set Camera Model Identification Using a Deep Learning Framework

2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2018.8462383 ◽

2018 ◽

Author(s):

Belhassen Bayar ◽

Matthew C. Stamm

Keyword(s):

Deep Learning ◽

Model Identification ◽

Camera Model ◽

Learning Framework ◽

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A Video Camera Model Identification System Using Deep Learning and Fusion

ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2019.8682608 ◽

2019 ◽

Author(s):

B. Hosler ◽

O. Mayer ◽

B. Bayar ◽

X. Zhao ◽

C. Chen ◽

...

Keyword(s):

Deep Learning ◽

Model Identification ◽

Video Camera ◽

Identification System ◽

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Video Camera Model Identification System Using Deep Learning

The Journal of Korean Institute of Information Technology ◽

10.14801/jkiit.2019.17.8.1 ◽

2019 ◽

Vol 17 (8) ◽

pp. 1-9

Author(s):

Dong-Hyun Kim ◽

Soo-Hyeon Lee ◽

Hae-Yeoun Lee

Keyword(s):

Deep Learning ◽

Model Identification ◽

Video Camera ◽

Identification System ◽

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Reliable Camera Model Identification Using Sparse Gaussian Processes

IEEE Signal Processing Letters ◽

10.1109/lsp.2021.3070206 ◽

2021 ◽

pp. 1-1

Author(s):

Benedikt Lorch ◽

Franziska Schirrmacher ◽

Anatol Maier ◽

Christian Riess

Keyword(s):

Gaussian Processes ◽

Model Identification ◽

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A study of co-occurrence based local features for camera model identification

Multimedia Tools and Applications ◽

10.1007/s11042-016-3663-0 ◽

2016 ◽

Vol 76 (4) ◽

pp. 4765-4781 ◽

Author(s):

Francesco Marra ◽

Giovanni Poggi ◽

Carlo Sansone ◽

Luisa Verdoliva

Keyword(s):

Model Identification ◽

Local Features ◽

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A Convolutional Neural Network Architecture for Camera Model Identification with Small Datasets

2020 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT) ◽

10.1109/conecct50063.2020.9198595 ◽

2020 ◽

Author(s):

Ram Padmanabhan ◽

Swaroop Damodaran ◽

Vidush Navkesh Batra ◽

Sanjeev Gurugopinath

Keyword(s):

Neural Network ◽

Convolutional Neural Network ◽

Network Architecture ◽

Model Identification ◽

Camera Model ◽

Neural Network Architecture

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Detecting anti-forensic attacks on demosaicing-based camera model identification

2017 IEEE International Conference on Image Processing (ICIP) ◽

10.1109/icip.2017.8296534 ◽

2017 ◽

Author(s):

Chen Chen ◽

Xinwei Zhao ◽

Matthew C. Stamm

Keyword(s):

Model Identification ◽

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Camera-Model Identification Using Markovian Transition Probability Matrix

Digital Watermarking - Lecture Notes in Computer Science ◽

10.1007/978-3-642-03688-0_26 ◽

2009 ◽

pp. 294-307 ◽

Author(s):

Guanshuo Xu ◽

Shang Gao ◽

Yun Qing Shi ◽

RuiMin Hu ◽

Wei Su

Keyword(s):

Transition Probability ◽

Model Identification ◽

Transition Probability Matrix ◽

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