Media Forensics Considerations on DeepFake Detection with Hand-Crafted Features
暂无分享,去创建一个
Jana Dittmann | Dennis Siegel | Stefan Seidlitz | Christian Kraetzer | J. Dittmann | Christian Kraetzer | Dennis Siegel | Stefan Seidlitz
[1] Lisa M. DeBruine,et al. Face Research Lab London Set , 2017 .
[2] Anil K. Jain,et al. Simultaneous feature selection and clustering using mixture models , 2004, IEEE Transactions on Pattern Analysis and Machine Intelligence.
[3] Siwei Lyu,et al. Exposing DeepFake Videos By Detecting Face Warping Artifacts , 2018, CVPR Workshops.
[4] Ilke Demir,et al. FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals , 2019, IEEE transactions on pattern analysis and machine intelligence.
[5] Stefanos Zafeiriou,et al. 300 Faces In-The-Wild Challenge: database and results , 2016, Image Vis. Comput..
[6] Robert Chesney,et al. Deepfakes and the New Disinformation War , 2018 .
[7] Jana Dittmann,et al. Modeling Attacks on Photo-ID Documents and Applying Media Forensics for the Detection of Facial Morphing , 2017, IH&MMSec.
[8] Andrew Chadwick,et al. Deepfakes and Disinformation: Exploring the Impact of Synthetic Political Video on Deception, Uncertainty, and Trust in News , 2020, Social Media + Society.
[9] Andreas Rössler,et al. FaceForensics++: Learning to Detect Manipulated Facial Images , 2019, 2019 IEEE/CVF International Conference on Computer Vision (ICCV).
[10] Sébastien Marcel,et al. DeepFakes: a New Threat to Face Recognition? Assessment and Detection , 2018, ArXiv.
[11] Jana Dittmann,et al. A new forensic model and its application to the collection, extraction and long term storage of screen content off a memory dump , 2009, 2009 16th International Conference on Digital Signal Processing.
[12] Christian Riess,et al. Exploiting Visual Artifacts to Expose Deepfakes and Face Manipulations , 2019, 2019 IEEE Winter Applications of Computer Vision Workshops (WACVW).
[13] N. Krawetz. A Picture ’ s Worth . . . Digital Image Analysis and Forensics Version 2 , 2007 .
[14] Davis E. King,et al. Dlib-ml: A Machine Learning Toolkit , 2009, J. Mach. Learn. Res..
[15] R. Altschaffel. Computer forensics in cyber-physical systems: applying existing forensic knowledge and procedures from classical IT to automation and automotive , 2020 .
[16] Alexander Binder,et al. Evaluating the Visualization of What a Deep Neural Network Has Learned , 2015, IEEE Transactions on Neural Networks and Learning Systems.
[17] Andreas Rössler,et al. FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces , 2018, ArXiv.
[18] Aythami Morales,et al. DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection , 2020, Inf. Fusion.
[19] Siwei Lyu,et al. In Ictu Oculi: Exposing AI Generated Fake Face Videos by Detecting Eye Blinking , 2018, ArXiv.
[20] Wenyi Lin,et al. Comparison of handcrafted features and convolutional neural networks for liver MR image adequacy assessment , 2020, Scientific Reports.
[21] Keecheon Kim,et al. DeepVision: Deepfakes Detection Using Human Eye Blinking Pattern , 2020, IEEE Access.
[22] Amparo Alonso-Betanzos,et al. Filter Methods for Feature Selection - A Comparative Study , 2007, IDEAL.
[23] Christian Krätzer. Statistical pattern recognition for audio-forensics : empirical investigations on the application scenarios audio steganalysis and microphone forensics , 2013 .
[24] Worku Muluye Wubet. The Deepfake Challenges and Deepfake Video Detection , 2020 .
[25] Luisa Verdoliva,et al. Media Forensics and DeepFakes: An Overview , 2020, IEEE Journal of Selected Topics in Signal Processing.
[26] Weiguo Zhang,et al. A Novel Counterfeit Feature Extraction Technique for Exposing Face-Swap Images Based on Deep Learning and Error Level Analysis , 2020, Entropy.
[27] Saeid Nahavandi,et al. Deep Learning for Deepfakes Creation and Detection , 2019, ArXiv.
[28] Felix C. Freiling,et al. Multimedia Forensics Is Not Computer Forensics , 2009, IWCF.
[29] Xin Yang,et al. Exposing Deep Fakes Using Inconsistent Head Poses , 2018, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
[30] Weiguo Zhang,et al. Exposing Face-Swap Images Based on Deep Learning and ELA Detection , 2019 .
[31] Hao Li,et al. Protecting World Leaders Against Deep Fakes , 2019, CVPR Workshops.
[32] Jianwei Fei,et al. A Survey on Deepfake Video Detection , 2021, IET Biom..
[33] Brian C. Lovell,et al. Multi-Region Probabilistic Histograms for Robust and Scalable Identity Inference , 2009, ICB.
[34] Christophe Champod,et al. Scientific Evidence in Europe -- Admissibility, Evaluation and Equality of Arms , 2011 .
[35] Ian H. Witten,et al. The WEKA data mining software: an update , 2009, SKDD.
[36] Jana Dittmann,et al. Automatic Generation and Detection of Visually Faultless Facial Morphs , 2017, VISIGRAPP.
[37] Jana Dittmann,et al. Supporting Forensic Design - A Course Profile to Teach Forensics , 2015, 2015 Ninth International Conference on IT Security Incident Management & IT Forensics.
[38] Stefan Kiltz,et al. Data-Centric Examination Approach (DCEA) for a qualitative determination of error, loss and uncertainty in digital and digitised forensics , 2020 .
[39] Subhash C. Bagui,et al. Combining Pattern Classifiers: Methods and Algorithms , 2005, Technometrics.
[40] Scott McCloskey,et al. Detecting GAN-generated Imagery using Color Cues , 2018, ArXiv.
[41] Alexander Binder,et al. On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation , 2015, PloS one.
[42] Alberto Maria Segre,et al. Programs for Machine Learning , 1994 .
[43] Premkumar Natarajan,et al. Recurrent Convolutional Strategies for Face Manipulation Detection in Videos , 2019, CVPR Workshops.
[44] Paolo Bestagini,et al. Training Strategies and Data Augmentations in CNN-based DeepFake Video Detection , 2020, 2020 IEEE International Workshop on Information Forensics and Security (WIFS).
[45] Maneesh Agrawala,et al. Detecting Deep-Fake Videos from Phoneme-Viseme Mismatches , 2020, 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW).
[46] Ludmila I. Kuncheva,et al. Combining Pattern Classifiers: Methods and Algorithms , 2004 .