7th Workshop on Media Forensics


A Geometric and Photometric Exploration of GAN and Diffusion Synthesized Faces
Matyáš Boháček,
Hany Farid
[pdf]
[bibtex]
@InProceedings{Bohacek_2023_CVPR, author = {Boh\'a\v{c}ek, Maty\'a\v{s} and Farid, Hany}, title = {A Geometric and Photometric Exploration of GAN and Diffusion Synthesized Faces}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {874-883} }

RoSteALS: Robust Steganography Using Autoencoder Latent Space
Tu Bui,
Shruti Agarwal,
Ning Yu,
John Collomosse
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Bui_2023_CVPR, author = {Bui, Tu and Agarwal, Shruti and Yu, Ning and Collomosse, John}, title = {RoSteALS: Robust Steganography Using Autoencoder Latent Space}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {933-942} }

Harnessing the Power of Text-Image Contrastive Models for Automatic Detection of Online Misinformation
Hao Chen,
Peng Zheng,
Xin Wang,
Shu Hu,
Bin Zhu,
Jinrong Hu,
Xi Wu,
Siwei Lyu
[pdf] [arXiv]
[bibtex]
@InProceedings{Chen_2023_CVPR, author = {Chen, Hao and Zheng, Peng and Wang, Xin and Hu, Shu and Zhu, Bin and Hu, Jinrong and Wu, Xi and Lyu, Siwei}, title = {Harnessing the Power of Text-Image Contrastive Models for Automatic Detection of Online Misinformation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {923-932} }

Intriguing Properties of Synthetic Images: From Generative Adversarial Networks to Diffusion Models
Riccardo Corvi,
Davide Cozzolino,
Giovanni Poggi,
Koki Nagano,
Luisa Verdoliva
[pdf] [arXiv]
[bibtex]
@InProceedings{Corvi_2023_CVPR, author = {Corvi, Riccardo and Cozzolino, Davide and Poggi, Giovanni and Nagano, Koki and Verdoliva, Luisa}, title = {Intriguing Properties of Synthetic Images: From Generative Adversarial Networks to Diffusion Models}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {973-982} }

EKILA: Synthetic Media Provenance and Attribution for Generative Art
Kar Balan,
Shruti Agarwal,
Simon Jenni,
Andy Parsons,
Andrew Gilbert,
John Collomosse
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Balan_2023_CVPR, author = {Balan, Kar and Agarwal, Shruti and Jenni, Simon and Parsons, Andy and Gilbert, Andrew and Collomosse, John}, title = {EKILA: Synthetic Media Provenance and Attribution for Generative Art}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {913-922} }

Open Set Classification of GAN-Based Image Manipulations via a ViT-Based Hybrid Architecture
Jun Wang,
Omran Alamayreh,
Benedetta Tondi,
Mauro Barni
[pdf] [arXiv]
[bibtex]
@InProceedings{Wang_2023_CVPR, author = {Wang, Jun and Alamayreh, Omran and Tondi, Benedetta and Barni, Mauro}, title = {Open Set Classification of GAN-Based Image Manipulations via a ViT-Based Hybrid Architecture}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {953-962} }

MTN: Forensic Analysis of MP4 Video Files Using Graph Neural Networks
Ziyue Xiang,
Amit Kumar Singh Yadav,
Paolo Bestagini,
Stefano Tubaro,
Edward J. Delp
[pdf] [supp]
[bibtex]
@InProceedings{Xiang_2023_CVPR, author = {Xiang, Ziyue and Yadav, Amit Kumar Singh and Bestagini, Paolo and Tubaro, Stefano and Delp, Edward J.}, title = {MTN: Forensic Analysis of MP4 Video Files Using Graph Neural Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {963-972} }

Exposing GAN-Generated Profile Photos From Compact Embeddings
Shivansh Mundra,
Gonzalo J. Aniano Porcile,
Smit Marvaniya,
James R. Verbus,
Hany Farid
[pdf]
[bibtex]
@InProceedings{Mundra_2023_CVPR, author = {Mundra, Shivansh and Porcile, Gonzalo J. Aniano and Marvaniya, Smit and Verbus, James R. and Farid, Hany}, title = {Exposing GAN-Generated Profile Photos From Compact Embeddings}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {884-892} }

AutoSplice: A Text-Prompt Manipulated Image Dataset for Media Forensics
Shan Jia,
Mingzhen Huang,
Zhou Zhou,
Yan Ju,
Jialing Cai,
Siwei Lyu
[pdf] [arXiv]
[bibtex]
@InProceedings{Jia_2023_CVPR, author = {Jia, Shan and Huang, Mingzhen and Zhou, Zhou and Ju, Yan and Cai, Jialing and Lyu, Siwei}, title = {AutoSplice: A Text-Prompt Manipulated Image Dataset for Media Forensics}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {893-903} }

Audio-Visual Person-of-Interest DeepFake Detection
Davide Cozzolino,
Alessandro Pianese,
Matthias Nießner,
Luisa Verdoliva
[pdf] [supp]
[bibtex]
@InProceedings{Cozzolino_2023_CVPR, author = {Cozzolino, Davide and Pianese, Alessandro and Nie{\ss}ner, Matthias and Verdoliva, Luisa}, title = {Audio-Visual Person-of-Interest DeepFake Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {943-952} }

AI-Synthesized Voice Detection Using Neural Vocoder Artifacts
Chengzhe Sun,
Shan Jia,
Shuwei Hou,
Siwei Lyu
[pdf] [arXiv]
[bibtex]
@InProceedings{Sun_2023_CVPR, author = {Sun, Chengzhe and Jia, Shan and Hou, Shuwei and Lyu, Siwei}, title = {AI-Synthesized Voice Detection Using Neural Vocoder Artifacts}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {904-912} }

Multimodaltrace: Deepfake Detection Using Audiovisual Representation Learning
Muhammad Anas Raza,
Khalid Mahmood Malik
[pdf]
[bibtex]
@InProceedings{Raza_2023_CVPR, author = {Raza, Muhammad Anas and Malik, Khalid Mahmood}, title = {Multimodaltrace: Deepfake Detection Using Audiovisual Representation Learning}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {993-1000} }

Defending Low-Bandwidth Talking Head Videoconferencing Systems From Real-Time Puppeteering Attacks
Danial Samadi Vahdati,
Tai Duc Nguyen,
Matthew C. Stamm
[pdf]
[bibtex]
@InProceedings{Vahdati_2023_CVPR, author = {Vahdati, Danial Samadi and Nguyen, Tai Duc and Stamm, Matthew C.}, title = {Defending Low-Bandwidth Talking Head Videoconferencing Systems From Real-Time Puppeteering Attacks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {983-992} }