Poggi, Giovanni
- On the detection of synthetic images generated by diffusion models
2022/11/01 by Riccardo Corvi, Corvi, Riccardo, Davide Cozzolino +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
- Do GANs leave artificial fingerprints?
2018/12/31 by Francesco Marra, Marra, Francesco, Diego Gragnaniello +5 · 21 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
- Raising the Bar of AI-generated Image Detection with CLIP
2023/11/30 by Davide Cozzolino, Giovanni Poggi, Cozzolino, Davide +7 · 37 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
- 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
- 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
- Zero-Shot Detection of AI-Generated Images
2024/09/24 by Davide Cozzolino, Giovanni Poggi, Cozzolino, Davide +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
- 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
- Land Use Classification in Remote Sensing Images by Convolutional Neural Networks
2015/08/01 by Castelluccio, Marco, Poggi, Giovanni, Sansone, Carlo +1 · 2 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, Pianese, Alessandro, Davide Cozzolino +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
- Unsupervised Deep Learning-based Pansharpening with Jointly-Enhanced Spectral and Spatial Fidelity
2023/07/26 by Matteo Ciotola, Giovanni Poggi, Ciotola, Matteo +3 · 3 citations
Computer Science · Engineering · #Advanced Image Fusion Techniques #Advanced Image Processing Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #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 · 4 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 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
- Analysis of adversarial attacks against CNN-based image forgery detectors
2018/08/25 by Diego Gragnaniello, Francesco Marra, Gragnaniello, Diego +5 · 1 citation
Computer Science · #Digital Media Forensic Detection #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
- M3Dsynth: A dataset of medical 3D images with AI-generated local manipulations
2023/09/14 by Giada Zingarini, Davide Cozzolino, Zingarini, Giada +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
- 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