SS16.5
LATENT LANDSCAPES: TOPOLOGY OF THE CLIP FEATURE SPACE FOR SYNTHETIC IMAGE DETECTION
Lea Uhlenbrock, Sandra Bergmann, Christian Riess, Friedrich-Alexander University Erlangen-Nürnberg, Germany
Session:
SS16: Advancing Robustness in Multimedia Forensic Detection Lecture
Track:
Special Sessions
Location:
Bellini
Presentation Time:
Thu, 11 Sep, 10:20 - 10:40 Italy Time (UTC +2)
Session Chair:
Paolo Bestagini,
Presentation
Discussion
Resources
No resources available.
Session SS16
SS16.1: COMPOSITE DATA AUGMENTATIONS FOR SYNTHETIC IMAGE DETECTION AGAINST REAL-WORLD PERTURBATIONS
Efthymia Amarantidou, Aristotle University of Thessaloniki, Greece; Christos Koutlis, Symeon Papadopoulos, Centre for Research and Technology Hellas, Greece; Panagiotis C. Petrantonakis, Aristotle University of Thessaloniki, Greece
SS16.2: COMPUTER-GENERATED IMAGE FORENSICS BASED ON VISION TRANSFORMER WITH HIGH-FREQUENCY FEATURE ENHANCEMENT
Yifang Chen, Tao Mai, Shanshan Wang, Guangdong Polytechnic Normal University, China; Xiangui Kang, Sun Yat-sen University, China
SS16.3: 3D MORPHABLE MODELS MEET SURFACE FRAMES FOR GENERALIZABLE AND ROBUST DEEPFAKE DETECTION
Giovanni Affatato, Politecnico di Milano, Italy; Andrea Ciamarra, CNIT, Italy; Edoardo Daniele Cannas, Sara Mandelli, Politecnico di Milano, Italy; Benedetta Tondi, University of Siena, Italy; Roberto Caldelli, Universitas Mercatorum, Italy; Paolo Bestagini, Politecnico di Milano, Italy
SS16.4: UNSUPERVISED AND GENERALIZABLE DEEPFAKE DETECTION USING SINGULAR VALUE DECOMPOSITION
Syamantak Sarkar, National Institute of Technology, Calicut, India; Revoti Prasad Bora, Norwegian University of Science and Technology, Norway, Norway; Sudhish George, National Institute of Technology, Calicut, India; Kiran Raja, Norwegian University of Science and Technology, Norway, Norway
SS16.5: LATENT LANDSCAPES: TOPOLOGY OF THE CLIP FEATURE SPACE FOR SYNTHETIC IMAGE DETECTION
Lea Uhlenbrock, Sandra Bergmann, Christian Riess, Friedrich-Alexander University Erlangen-Nürnberg, Germany