WACV 2025 Open Access Repository

The 2nd Workshop on Artificial Intelligence for Multimedia Forensics and Disinformation Detection

Improving the Perturbation-Based Explanation of Deepfake Detectors Through the Use of Adversarially-Generated Samples: Konstantinos Tsigos,

Evlampios Apostolidis,

Vasileios Mezaris; [pdf] [arXiv]
[bibtex]
@InProceedings{Tsigos_2025_WACV, author = {Tsigos, Konstantinos and Apostolidis, Evlampios and Mezaris, Vasileios}, title = {Improving the Perturbation-Based Explanation of Deepfake Detectors Through the Use of Adversarially-Generated Samples}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {706-715} }
IDTrust: Deep Identity Document Quality Detection with Bandpass Filtering: Musab Al-Ghadi,

Joris Voerman,

Mickael Coustaty,

Olivier Lessard,

Nicolas Sidere; [pdf] [arXiv]
[bibtex]
@InProceedings{Al-Ghadi_2025_WACV, author = {Al-Ghadi, Musab and Voerman, Joris and Coustaty, Mickael and Lessard, Olivier and Sidere, Nicolas}, title = {IDTrust: Deep Identity Document Quality Detection with Bandpass Filtering}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {716-723} }
Zero-training fraud detection in a large messaging platform?: Stephane Schwarz,

Paulo Fonseca,

Anderson Rocha; [pdf]
[bibtex]
@InProceedings{Schwarz_2025_WACV, author = {Schwarz, Stephane and Fonseca, Paulo and Rocha, Anderson}, title = {Zero-training fraud detection in a large messaging platform?}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {804-812} }
Enhancing Ground-to-Aerial Image Matching for Visual Misinformation Detection Using Semantic Segmentation: Emanuele Mule,

Matteo Pannacci,

Ali Ghasemi Goudarzi,

Francesco Pro,

Lorenzo Papa,

Luca Maiano,

Irene Amerini; [pdf] [arXiv]
[bibtex]
@InProceedings{Mule_2025_WACV, author = {Mule, Emanuele and Pannacci, Matteo and Goudarzi, Ali Ghasemi and Pro, Francesco and Papa, Lorenzo and Maiano, Luca and Amerini, Irene}, title = {Enhancing Ground-to-Aerial Image Matching for Visual Misinformation Detection Using Semantic Segmentation}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {795-803} }
GrDT: Towards Robust Deepfake Detection using Geometric Representation Distribution and Texture: Hongyang Xie,

Hongyang He,

Boyang Fu,

Victor Sanchez; [pdf]
[bibtex]
@InProceedings{Xie_2025_WACV, author = {Xie, Hongyang and He, Hongyang and Fu, Boyang and Sanchez, Victor}, title = {GrDT: Towards Robust Deepfake Detection using Geometric Representation Distribution and Texture}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {734-744} }
Enhancing Synthetic Generated-Images Detection through Post-Hoc Calibration: Giovanna Maria Dimitri,

Benedetta Tondi,

Mauro Barni; [pdf]
[bibtex]
@InProceedings{Dimitri_2025_WACV, author = {Dimitri, Giovanna Maria and Tondi, Benedetta and Barni, Mauro}, title = {Enhancing Synthetic Generated-Images Detection through Post-Hoc Calibration}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {777-784} }
FoundPAD: Foundation Models Reloaded for Face Presentation Attack Detection: Guray Ozgur,

Eduarda Caldeira,

Tahar Chettaoui,

Fadi Boutros,

Raghavendra Ramachandra,

Naser Damer; [pdf] [arXiv]
[bibtex]
@InProceedings{Ozgur_2025_WACV, author = {Ozgur, Guray and Caldeira, Eduarda and Chettaoui, Tahar and Boutros, Fadi and Ramachandra, Raghavendra and Damer, Naser}, title = {FoundPAD: Foundation Models Reloaded for Face Presentation Attack Detection}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {745-755} }
HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection: Anant Mehta,

Bryant McArthur,

Nagarjuna Kolloju,

Zhengzhong Tu; [pdf] [arXiv]
[bibtex]
@InProceedings{Mehta_2025_WACV, author = {Mehta, Anant and McArthur, Bryant and Kolloju, Nagarjuna and Tu, Zhengzhong}, title = {HFMF: Hierarchical Fusion Meets Multi-Stream Models for Deepfake Detection}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {724-733} }
Zero-Shot Warning Generation for Misinformative Multimodal Content: Giovanni Pio Delvecchio,

Huy Hong Nguyen,

Isao Echizen; [pdf] [arXiv]
[bibtex]
@InProceedings{Delvecchio_2025_WACV, author = {Delvecchio, Giovanni Pio and Nguyen, Huy Hong and Echizen, Isao}, title = {Zero-Shot Warning Generation for Misinformative Multimodal Content}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {785-794} }
FX-MAD: Frequency-domain Explainability and Explainability-driven Unsupervised Detection of Face Morphing Attacks: Marco Huber,

Pedro C. Neto,

Ana F. Sequeira,

Naser Damer; [pdf]
[bibtex]
@InProceedings{Huber_2025_WACV, author = {Huber, Marco and Neto, Pedro C. and Sequeira, Ana F. and Damer, Naser}, title = {FX-MAD: Frequency-domain Explainability and Explainability-driven Unsupervised Detection of Face Morphing Attacks}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {766-776} }
DiffFake: Exposing Deepfakes using Differential Anomaly Detection: Sotirios Stamnas,

Victor Sanchez; [pdf] [arXiv]
[bibtex]
@InProceedings{Stamnas_2025_WACV, author = {Stamnas, Sotirios and Sanchez, Victor}, title = {DiffFake: Exposing Deepfakes using Differential Anomaly Detection}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {695-705} }
Disharmony: Forensics using Reverse Lighting Harmonization: Philip Wootaek Shin,

Jack Sampson,

Vijaykrishnan Narayanan,

Andres Marquez,

Mahantesh Halappanavar; [pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Shin_2025_WACV, author = {Shin, Philip Wootaek and Sampson, Jack and Narayanan, Vijaykrishnan and Marquez, Andres and Halappanavar, Mahantesh}, title = {Disharmony: Forensics using Reverse Lighting Harmonization}, booktitle = {Proceedings of the Winter Conference on Applications of Computer Vision (WACV) Workshops}, month = {February}, year = {2025}, pages = {756-765} }