Cozzolino, Davide
- FaceForensics++: Learning to Detect Manipulated Facial Images
2019/01/25 by Rössler, Andreas, Cozzolino, Davide, Verdoliva, Luisa +3 · 174 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- On the detection of synthetic images generated by diffusion models
2022/11/01 by Riccardo Corvi, Davide Cozzolino, Corvi, Riccardo +9 · 50 citations
Computer Science · #Advanced Steganography and Watermarking Techniques #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Raising the Bar of AI-generated Image Detection with CLIP
2023/11/30 by Davide Cozzolino, Cozzolino, Davide, Giovanni Poggi +7 · 37 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
- TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization
2022/12/21 by Fabrizio Guillaro, Guillaro, Fabrizio, Davide Cozzolino +7 · 28 citations
Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis
- FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces
2018/03/24 by Andreas Rössler, Davide Cozzolino, Rössler, Andreas +9 · 21 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Face recognition and analysis #Generative Adversarial Networks and Image Synthesis
- Noiseprint: a CNN-based camera model fingerprint
2018/08/25 by Davide Cozzolino, Cozzolino, Davide, Luisa Verdoliva +1 · 20 citations
Computer Science · Social Sciences · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Law in Society and Culture
- Intriguing properties of synthetic images: from generative adversarial networks to diffusion models
2023/04/13 by Riccardo Corvi, Corvi, Riccardo, Davide Cozzolino +7 · 26 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Cell Image Analysis Techniques
- ForensicTransfer: Weakly-supervised Domain Adaptation for Forgery Detection
2018/12/06 by Davide Cozzolino, Cozzolino, Davide, Justus Thies +9 · 20 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences
- Are GAN generated images easy to detect? A critical analysis of the\n state-of-the-art
2021/04/06 by Diego Gragnaniello, Davide Cozzolino, Gragnaniello, Diego +7 · 14 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Audio-Visual Person-of-Interest DeepFake Detection
2022/04/06 by Davide Cozzolino, Cozzolino, Davide, Pianese, Alessandro +4 · 9 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #FOS: Electrical engineering #Face recognition and analysis #Sound (cs.SD) #Speech and Audio Processing #electronic engineering #information engineering
- ID-Reveal: Identity-aware DeepFake Video Detection
2020/12/04 by Cozzolino, Davide, Rössler, Andreas, Thies, Justus +2 · 7 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Zero-Shot Detection of AI-Generated Images
2024/09/24 by Davide Cozzolino, Cozzolino, Davide, Giovanni Poggi +5 · 14 citations
Engineering · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications #Medical Imaging and Analysis
- A Bias-Free Training Paradigm for More General AI-generated Image Detection
2024/12/23 by Fabrizio Guillaro, Guillaro, Fabrizio, Giada Zingarini +9 · 16 citations
Neuroscience · #Brain Tumor Detection and Classification
- Towards Universal GAN Image Detection
2021/12/23 by Cozzolino, Davide, Gragnaniello, Diego, Poggi, Giovanni +1 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Deepfake audio detection by speaker verification
2022/09/28 by Alessandro Pianese, Davide Cozzolino, Pianese, Alessandro +5 · 3 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #electronic engineering #information engineering
- Synthetic Image Verification in the Era of Generative AI: What Works and What Isn't There Yet
2024/04/30 by Diangarti Bhalang Tariang, Tariang, Diangarti, Riccardo Corvi +9 · 3 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Medical Imaging and Analysis
- Camera-based Image Forgery Localization using Convolutional Neural\n Networks
2018/08/29 by Davide Cozzolino, Cozzolino, Davide, Luisa Verdoliva +1 · 1 citation
Computer Science · Engineering · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Image Processing Techniques and Applications
- M3Dsynth: A dataset of medical 3D images with AI-generated local manipulations
2023/09/14 by Giada Zingarini, Zingarini, Giada, Davide Cozzolino +7 · 2 citations
Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- SpoC: Spoofing Camera Fingerprints
2019/11/27 by Cozzolino, Davide, Thies, Justus, Rössler, Andreas +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Combining PRNU and noiseprint for robust and efficient device source identification
2020/01/17 by Cozzolino, Davide, Marra, Francesco, Gragnaniello, Diego +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Exploring the Adversarial Robustness of CLIP for AI-generated Image Detection
2024/07/28 by Vincenzo De Rosa, Fabrizio Guillaro, De Rosa, Vincenzo +7 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences
- Synthetic Image Detection: Highlights from the IEEE Video and Image Processing Cup 2022 Student Competition
2023/09/21 by Davide Cozzolino, Cozzolino, Davide, Koki Nagano +7 · 1 citation
Computer Science · #Computational Physics and Python Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image and Signal Denoising Methods
- Seeing What Matters: Generalizable AI-generated Video Detection with Forensic-Oriented Augmentation
2025/06/20 by Corvi, Riccardo, Cozzolino, Davide, Prashnani, Ekta +3 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- AI-GenBench: A New Ongoing Benchmark for AI-Generated Image Detection
2025/04/29 by Lorenzo Pellegrini, Davide Cozzolino, Pellegrini, Lorenzo +13 · 3 citations
Computer Science · Social Sciences · #Digital Media Forensic Detection #Generative Adversarial Networks and Image Synthesis #Law in Society and Culture