Distilled transformers with locally enhanced global representations for face forgery detection
Pattern RecognitionFace forgery detection (FFD) is devoted to detecting the authenticity of face images. Although current CNN-based works achieve outstanding performance in FFD, they are susceptible to capturing local forgery patterns generated by various manipulation ...
Yaning Zhang +3 more
semanticscholar +1 more source
Deep Learning Technology for Face Forgery Detection: A Survey
NeurocomputingCurrently, the rapid development of computer vision and deep learning has enabled the creation or manipulation of high-fidelity facial images and videos via deep generative approaches.
Lixia Ma +5 more
semanticscholar +1 more source
Coarse-to-Fine Proposal Refinement Framework for Audio Temporal Forgery Detection and Localization
ACM MultimediaRecently, a novel form of audio partial forgery has posed challenges to its forensics, requiring advanced countermeasures to detect subtle forgery manipulations within long-duration audio.
Junyan Wu +5 more
semanticscholar +1 more source
Digital Image Forgery Detection with Focus on a Copy-Move Forgery Detection: A Survey
2023 International Conference on Cyberworlds (CW), 2023Sami Gazzah +3 more
openaire +1 more source
Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection
Computer Vision and Pattern RecognitionThe rapid advancement of face forgery techniques has introduced a growing variety of forgeries. Incremental Face Forgery Detection (IFFD), involving gradually adding new forgery data to fine-tune the previously trained model, has been introduced as a ...
Jikang Cheng +7 more
semanticscholar +1 more source
MFCLIP: Multi-Modal Fine-Grained CLIP for Generalizable Diffusion Face Forgery Detection
IEEE Transactions on Information Forensics and SecurityThe rapid development of photo-realistic face generation methods has raised significant concerns in society and academia, highlighting the urgent need for robust and generalizable face forgery detection (FFD) techniques.
Yaning Zhang +5 more
semanticscholar +1 more source
Improving Generalization by Commonality Learning in Face Forgery Detection
IEEE Transactions on Information Forensics and Security, 2022Peipeng Yu, Jianwei Fei, Zhihua Xia
exaly
SNIS: A Signal Noise Separation-Based Network for Post-Processed Image Forgery Detection
IEEE Transactions on Circuits and Systems for Video Technology, 2023Jiaxin Chen, Xin Liao, Zhenxing Qian
exaly
PRRNet: Pixel-Region relation network for face forgery detection
Pattern Recognition, 2021Hongtao Xie +2 more
exaly
A survey on deep learning-based image forgery detection
Pattern Recognition, 2023Mohsen Sardari Zarchi
exaly

