Robust Multimedia FOrensic Solutions To Enhance ModeRn MEdia TRustworthiness in Adversarial Conditions
The list of papers published during the course of the project is reported below.
2024
Journals
L. Abady, J. Wang, B. Tondi, M. Barni, "A siamese-based verification system for open-set architecture attribution of synthetic images", Pattern Recognition Letters, 2024
D. A. Coccomini et al., "MINTIME: Multi-Identity Size-Invariant Video Deepfake Detection", IEEE Transactions on Information Forensics and Security (TIFS), 2024
N. Purnekar, B. Tondi, J. Dittmann, M. Barni, "Print and Scan Simulation for Adversarial Attacks on Printed Images", APSIPA Transactions on Signal and Information Processing (APSIPA TSIP), 2024
Conferences
D. Salvi, T. S. Balcha, P. Bestagini, S. Tubaro, "Listening Between the Lines: Synthetic Speech Detection Disregarding Verbal Content", IEEE International Conference on Acoustics, Speech, and Signal Processing Workshop (ICASSP), 2024
E. D. Cannas, P. Beaus, P. Bestagini, F. Marques, S. Tubaro, "A One-Class Approach to Detect Super-Resolution Satellite Imagery with Spectral Features", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024
L. Abady, J. Wang, B. Tondi, M. Barni, "A siamese-based verification system for open-set architecture attribution of synthetic images", Pattern Recognition Letters, 2024
D. A. Coccomini, R. Caldelli, C. Gennaro, G. Fiameni, G. Amato, F. Falchi, "Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection", Arxiv, 2024
N. Purnekar, L. Abady, B. Tondi, M. Barni, "Improving the Robustness of Synthetic Images Detection by Means of Print and Scan Augmentation", ACM Workshop on Information Hiding and Multimedia Security (IH&MMSec), 2024
E. D. Cannas, S. Mandelli, P. Bestagini, S. Tubaro, "Investigating Translation Invariance and Shiftability in CNNs for Robust Multimedia Forensics: A JPEG Case Study", ACM Workshop on Information Hiding and Multimedia Security (IH&MMSec), 2024
A. Ciamarra, R. Caldelli, A. Del Bimbo, "Temporal Surface Frame Anomalies for Deepfake Video Detection", EEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPR-W), 2024
D. A. Coccomini, R. Caldelli, C. Gennaro, G. Fiameni, G. Amato, F. Falchi, "Robustness and Generalization of Synthetic Images Detectors", Ital-IA Intelligenza Artificiale - Thematic Workshops (Ital-IA), 2024
A. Ciamarra, R. Caldelli and A. D. Bimbo, "Spotting fully-synthetic facial images via local camera surface frames", IEEE International Workshop on Information Forensics and Security (WIFS), 2024
J. Wang, B. Tondi, M. Barni, "On the Use of Mixup Augmentation for Synthetic Image Attribution in the Wild", IEEE International Workshop on Information Forensics and Security (WIFS), 2024
A. Manjunath, V. Negroni, S. Mandelli, D. Moreira, P. Bestagini, "Localization of Synthetic Manipulations in Western Blot Images", IEEE International Workshop on Information Forensics and Security (WIFS), 2024
S. Mandelli, P. Bestagini and S. Tubaro, "When Synthetic Traces Hide Real Content: Analysis of Stable Diffusion Image Laundering", IEEE International Workshop on Information Forensics and Security (WIFS), 2024
A. Ciamarra, R. Caldelli and A. Del Bimbo, "Detecting Deepfakes Through Inconsistencies in Local Camera Surface Frames", IEEE International Conference on Image Processing Challenges and Workshops (ICIP-W), 2024
D. A. Coccomini, R. Caldelli, F. Falchi, C. Gennaro, G. Amato, "Exploring Strengths and Weaknesses of Super-Resolution Attack in Deepfake Detection", European Conference on Computer Vision Workshops (ECCV-W), 2024
N. Purnekar, B. Tondi, M. Barni, "Physical Domain Adversarial Attacks Against Source Printer Image Attribution", APSIPA Annual Summit and Conference (APSIPA ASC), 2024
D. Salvi, A. K. S. Yadav, K. Bhagtani, V. Negroni, P. Bestagini, E. J. Delp, "Comparative Analysis of ASR Methods for Speech Deepfake Detection", ASILOMAR, 2024
V. Negroni, D. Salvi, P. Bestagini, S. Tubaro, "Analyzing the Impact of Splicing Artifacts in Partially Fake Speech Signals", INTERSPEECH Workshop (ASVSpoof), 2004
2025
Journals
J. Wang, B. Tondi, M. Barni, "BOSC: A Backdoor-based Framework for Open Set Synthetic Image Attribution", IEEE Transactions on Information Forensics and Security (TIFS), 2025
D. Salvi et al., "POLIPHONE: A Dataset for Smartphone Model Identification From Audio Recordings", IEEE Access, 2025
W. E. Wang, D. Salvi, V. Negroni, D. U. Leonzio, P. Bestagini, S. Tubaro, "BIM-Based Adversarial Attacks Against Speech Deepfake Detectors", MDPI Electronics, 2025
S. Mandelli, E .D. Cannas, P. Bestagini, S. Tebaldini, S. Tubaro, "Hiding Local Manipulations on SAR Images: a Counter-Forensic Attack", IEEE Transactions on Image Processing (TIP), 2025
Conferences
A. Ciamarra, R. Caldelli, A. Del Bimbo, "On the Generalisation Capability of Local Surface Frames in Detecting Diffusion-Based Facial Images", IEEE/CVF Winter Conference on Applications of Computer Vision Workshops (WACV-W), 2025
V. Negroni, D. Salvi, A. I. Mezza, P. Bestagini and S. Tubaro, "Leveraging Mixture of Experts for Improved Speech Deepfake Detection", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
M. Gohari, D. Salvi, P. Bestagini and N. Adami, "Audio Features Investigation for Singing Voice Deepfake Detection", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
D. Salvi, V. Negroni, L. Bondi, P. Bestagini and S. Tubaro, "Freeze and Learn: Continual Learning with Selective Freezing for Speech Deepfake Detection", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
P. Bongini et al. "WILD: a new in-the-Wild Image Linkage Dataset for synthetic image attribution", IJCNN Workshops (Verimedia), 2025
V. Negroni, D. Salvi, P. Bestagini, S. Tubaro, "Source Verification for Speech Deepfakes", INTERSPEECH, 2025
K. Zeng, M. Barni, B. Tondi, "Certifiably Robust Synthetic Image Detectors", European Signal Processing Conference (EUSIPCO), 2025
E. Coletta, D. Salvi, V. Negroni, D. U. Leonzio, P. Bestagini, "Anomaly Detection and Localization for Speech Deepfakes via Feature Pyramid Matching", European Signal Processing Conference (EUSIPCO), 2025
G. Affatato, E. D. Cannas, S. Mandelli, P. Bestagini, M. Marcon, S. Tubaro, "Decoding Synthetic Face Detectors: Enhancing Interpretability with 3D Morphable Models", European Signal Processing Conference (EUSIPCO), 2025
G. Affatato, A. Ciamarra, E. D. Cannas, S. Mandelli, B. Tondi, R. Caldelli, P. Bestagini, "3D Morphable Models Meet Surface Frames for Generalizable and Robust Deepfake Detection", European Signal Processing Conference (EUSIPCO), 2025
E. D. Cannas, S. Mandelli, N. Popović, A. Alkhateeb, A. Gnutti, P. Bestagini, S. Tubaro, "Is JPEG AI going to change image forensics?", International Conference on Computer Vision Workshops (ICCV-W), 2025