Media Forensics


SpoC: Spoofing Camera Fingerprints
Davide Cozzolino,
Justus Thies,
Andreas Rossler,
Matthias Niessner,
Luisa Verdoliva
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Cozzolino_2021_CVPR, author = {Cozzolino, Davide and Thies, Justus and Rossler, Andreas and Niessner, Matthias and Verdoliva, Luisa}, title = {SpoC: Spoofing Camera Fingerprints}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {990-1000} }

On the Robustness and Generalizability of Face Synthesis Detection Methods
Johan Sabel,
Fredrik Johansson
[pdf] [supp]
[bibtex]
@InProceedings{Sabel_2021_CVPR, author = {Sabel, Johan and Johansson, Fredrik}, title = {On the Robustness and Generalizability of Face Synthesis Detection Methods}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {962-971} }

FReTAL: Generalizing Deepfake Detection Using Knowledge Distillation and Representation Learning
Minha Kim,
Shahroz Tariq,
Simon S. Woo
[pdf] [arXiv]
[bibtex]
@InProceedings{Kim_2021_CVPR, author = {Kim, Minha and Tariq, Shahroz and Woo, Simon S.}, title = {FReTAL: Generalizing Deepfake Detection Using Knowledge Distillation and Representation Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1001-1012} }

On the Feasibility of 3D Model-Based Forensic Height and Weight Estimation
Neerja Thakkar,
Hany Farid
[pdf]
[bibtex]
@InProceedings{Thakkar_2021_CVPR, author = {Thakkar, Neerja and Farid, Hany}, title = {On the Feasibility of 3D Model-Based Forensic Height and Weight Estimation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {953-961} }

Manipulation Detection in Satellite Images Using Vision Transformer
Janos Horvath,
Sriram Baireddy,
Hanxiang Hao,
Daniel Mas Montserrat,
Edward J. Delp
[pdf] [arXiv]
[bibtex]
@InProceedings{Horvath_2021_CVPR, author = {Horvath, Janos and Baireddy, Sriram and Hao, Hanxiang and Montserrat, Daniel Mas and Delp, Edward J.}, title = {Manipulation Detection in Satellite Images Using Vision Transformer}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1032-1041} }

Do Deepfakes Feel Emotions? A Semantic Approach to Detecting Deepfakes via Emotional Inconsistencies
Brian Hosler,
Davide Salvi,
Anthony Murray,
Fabio Antonacci,
Paolo Bestagini,
Stefano Tubaro,
Matthew C. Stamm
[pdf]
[bibtex]
@InProceedings{Hosler_2021_CVPR, author = {Hosler, Brian and Salvi, Davide and Murray, Anthony and Antonacci, Fabio and Bestagini, Paolo and Tubaro, Stefano and Stamm, Matthew C.}, title = {Do Deepfakes Feel Emotions? A Semantic Approach to Detecting Deepfakes via Emotional Inconsistencies}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1013-1022} }

Expression Transfer Using Flow-Based Generative Models
Andrea Valenzuela,
Carlos Segura,
Ferran Diego,
Vicenc Gomez
[pdf]
[bibtex]
@InProceedings{Valenzuela_2021_CVPR, author = {Valenzuela, Andrea and Segura, Carlos and Diego, Ferran and Gomez, Vicenc}, title = {Expression Transfer Using Flow-Based Generative Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1023-1031} }

Deep Image Comparator: Learning To Visualize Editorial Change
Alexander Black,
Tu Bui,
Hailin Jin,
Vishy Swaminathan,
John Collomosse
[pdf] [supp]
[bibtex]
@InProceedings{Black_2021_CVPR, author = {Black, Alexander and Bui, Tu and Jin, Hailin and Swaminathan, Vishy and Collomosse, John}, title = {Deep Image Comparator: Learning To Visualize Editorial Change}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {972-980} }

Adversarial Threats to DeepFake Detection: A Practical Perspective
Paarth Neekhara,
Brian Dolhansky,
Joanna Bitton,
Cristian Canton Ferrer
[pdf] [arXiv]
[bibtex]
@InProceedings{Neekhara_2021_CVPR, author = {Neekhara, Paarth and Dolhansky, Brian and Bitton, Joanna and Ferrer, Cristian Canton}, title = {Adversarial Threats to DeepFake Detection: A Practical Perspective}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {923-932} }

Forensic Analysis of Video Files Using Metadata
Ziyue Xiang,
Janos Horvath,
Sriram Baireddy,
Paolo Bestagini,
Stefano Tubaro,
Edward J. Delp
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Xiang_2021_CVPR, author = {Xiang, Ziyue and Horvath, Janos and Baireddy, Sriram and Bestagini, Paolo and Tubaro, Stefano and Delp, Edward J.}, title = {Forensic Analysis of Video Files Using Metadata}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {1042-1051} }

Finding Facial Forgery Artifacts With Parts-Based Detectors
Steven Schwarcz,
Rama Chellappa
[pdf] [supp]
[bibtex]
@InProceedings{Schwarcz_2021_CVPR, author = {Schwarcz, Steven and Chellappa, Rama}, title = {Finding Facial Forgery Artifacts With Parts-Based Detectors}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {933-942} }

Detecting Deep-Fake Videos From Aural and Oral Dynamics
Shruti Agarwal,
Hany Farid
[pdf]
[bibtex]
@InProceedings{Agarwal_2021_CVPR, author = {Agarwal, Shruti and Farid, Hany}, title = {Detecting Deep-Fake Videos From Aural and Oral Dynamics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {981-989} }

Fashion-Guided Adversarial Attack on Person Segmentation
Marc Treu,
Trung-Nghia Le,
Huy H. Nguyen,
Junichi Yamagishi,
Isao Echizen
[pdf] [arXiv]
[bibtex]
@InProceedings{Treu_2021_CVPR, author = {Treu, Marc and Le, Trung-Nghia and Nguyen, Huy H. and Yamagishi, Junichi and Echizen, Isao}, title = {Fashion-Guided Adversarial Attack on Person Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2021}, pages = {943-952} }