CVPR 2024 Open Access Repository

8th Workshop on Media Forensics

E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data: Aref Azizpour,

Tai D. Nguyen,

Manil Shrestha,

Kaidi Xu,

Edward Kim,

Matthew C. Stamm; [pdf] [arXiv]
[bibtex]
@InProceedings{Azizpour_2024_CVPR, author = {Azizpour, Aref and Nguyen, Tai D. and Shrestha, Manil and Xu, Kaidi and Kim, Edward and Stamm, Matthew C.}, title = {E3: Ensemble of Expert Embedders for Adapting Synthetic Image Detectors to New Generators Using Limited Data}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4334-4344} }
An Investigation into the Impact of AI-Powered Image Enhancement on Forensic Facial Recognition: Justin Norman,

Hany Farid; [pdf]
[bibtex]
@InProceedings{Norman_2024_CVPR, author = {Norman, Justin and Farid, Hany}, title = {An Investigation into the Impact of AI-Powered Image Enhancement on Forensic Facial Recognition}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4306-4314} }
Beyond Deepfake Images: Detecting AI-Generated Videos: Danial Samadi Vahdati,

Tai D. Nguyen,

Aref Azizpour,

Matthew C. Stamm; [pdf] [arXiv]
[bibtex]
@InProceedings{Vahdati_2024_CVPR, author = {Vahdati, Danial Samadi and Nguyen, Tai D. and Azizpour, Aref and Stamm, Matthew C.}, title = {Beyond Deepfake Images: Detecting AI-Generated Videos}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4397-4408} }
Fusion Transformer with Object Mask Guidance for Image Forgery Analysis: Dimitrios Karageorgiou,

Giorgos Kordopatis-Zilos,

Symeon Papadopoulos; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Karageorgiou_2024_CVPR, author = {Karageorgiou, Dimitrios and Kordopatis-Zilos, Giorgos and Papadopoulos, Symeon}, title = {Fusion Transformer with Object Mask Guidance for Image Forgery Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4345-4355} }
Beyond the Screen: Evaluating Deepfake Detectors under Moire Pattern Effects: Razaib Tariq,

Minji Heo,

Simon S. Woo,

Shahroz Tariq; [pdf]
[bibtex]
@InProceedings{Tariq_2024_CVPR, author = {Tariq, Razaib and Heo, Minji and Woo, Simon S. and Tariq, Shahroz}, title = {Beyond the Screen: Evaluating Deepfake Detectors under Moire Pattern Effects}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4429-4439} }
Building Secure and Engaging Video Communication by Using Monitor Illumination: Jun Myeong Choi,

Johnathan Leung,

Noah Frahm,

Max Christman,

Gedas Bertasius,

Roni Sengupta; [pdf] [supp]
[bibtex]
@InProceedings{Choi_2024_CVPR, author = {Choi, Jun Myeong and Leung, Johnathan and Frahm, Noah and Christman, Max and Bertasius, Gedas and Sengupta, Roni}, title = {Building Secure and Engaging Video Communication by Using Monitor Illumination}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4377-4386} }
FairSSD: Understanding Bias in Synthetic Speech Detectors: Amit Kumar Singh Yadav,

Kratika Bhagtani,

Davide Salvi,

Paolo Bestagini,

Edward J. Delp; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Yadav_2024_CVPR, author = {Yadav, Amit Kumar Singh and Bhagtani, Kratika and Salvi, Davide and Bestagini, Paolo and Delp, Edward J.}, title = {FairSSD: Understanding Bias in Synthetic Speech Detectors}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4418-4428} }
Audio Transformer for Synthetic Speech Detection via Multi-Formant Analysis: Luca Cuccovillo,

Milica Gerhardt,

Patrick Aichroth; [pdf]
[bibtex]
@InProceedings{Cuccovillo_2024_CVPR, author = {Cuccovillo, Luca and Gerhardt, Milica and Aichroth, Patrick}, title = {Audio Transformer for Synthetic Speech Detection via Multi-Formant Analysis}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4409-4417} }
Raising the Bar of AI-generated Image Detection with CLIP: Davide Cozzolino,

Giovanni Poggi,

Riccardo Corvi,

Matthias Nießner,

Luisa Verdoliva; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Cozzolino_2024_CVPR, author = {Cozzolino, Davide and Poggi, Giovanni and Corvi, Riccardo and Nie{\ss}ner, Matthias and Verdoliva, Luisa}, title = {Raising the Bar of AI-generated Image Detection with CLIP}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4356-4366} }
Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics: Shan Jia,

Reilin Lyu,

Kangran Zhao,

Yize Chen,

Zhiyuan Yan,

Yan Ju,

Chuanbo Hu,

Xin Li,

Baoyuan Wu,

Siwei Lyu; [pdf] [arXiv]
[bibtex]
@InProceedings{Jia_2024_CVPR, author = {Jia, Shan and Lyu, Reilin and Zhao, Kangran and Chen, Yize and Yan, Zhiyuan and Ju, Yan and Hu, Chuanbo and Li, Xin and Wu, Baoyuan and Lyu, Siwei}, title = {Can ChatGPT Detect DeepFakes? A Study of Using Multimodal Large Language Models for Media Forensics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4324-4333} }
StampOne: Addressing Frequency Balance in Printer-proof Steganography: Farhad Shadmand,

Iurii Medvedev,

Luiz Schirmer,

João Marcos,

Nuno Gonçalves; [pdf] [supp]
[bibtex]
@InProceedings{Shadmand_2024_CVPR, author = {Shadmand, Farhad and Medvedev, Iurii and Schirmer, Luiz and Marcos, Jo\~ao and Gon\c{c}alves, Nuno}, title = {StampOne: Addressing Frequency Balance in Printer-proof Steganography}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4367-4376} }
Finding AI-Generated Faces in the Wild: Gonzalo J. Aniano Porcile,

Jack Gindi,

Shivansh Mundra,

James R. Verbus,

Hany Farid; [pdf] [arXiv]
[bibtex]
@InProceedings{Porcile_2024_CVPR, author = {Porcile, Gonzalo J. Aniano and Gindi, Jack and Mundra, Shivansh and Verbus, James R. and Farid, Hany}, title = {Finding AI-Generated Faces in the Wild}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4297-4305} }
Lost in Translation: Lip-Sync Deepfake Detection from Audio-Video Mismatch: Matyas Bohacek,

Hany Farid; [pdf]
[bibtex]
@InProceedings{Bohacek_2024_CVPR, author = {Bohacek, Matyas and Farid, Hany}, title = {Lost in Translation: Lip-Sync Deepfake Detection from Audio-Video Mismatch}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4315-4323} }
Audio Provenance Analysis in Heterogeneous Media Sets: Milica Gerhardt,

Luca Cuccovillo,

Patrick Aichroth; [pdf]
[bibtex]
@InProceedings{Gerhardt_2024_CVPR, author = {Gerhardt, Milica and Cuccovillo, Luca and Aichroth, Patrick}, title = {Audio Provenance Analysis in Heterogeneous Media Sets}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2024}, pages = {4387-4396} }