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Distilled transformers with locally enhanced global representations for face forgery detection

Pattern Recognition
Face 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

Neurocomputing
Currently, 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 Multimedia
Recently, 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), 2023
Sami Gazzah   +3 more
openaire   +1 more source

Stacking Brick by Brick: Aligned Feature Isolation for Incremental Face Forgery Detection

Computer Vision and Pattern Recognition
The 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 Security
The 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, 2022
Peipeng 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, 2023
Jiaxin Chen, Xin Liao, Zhenxing Qian
exaly  

PRRNet: Pixel-Region relation network for face forgery detection

Pattern Recognition, 2021
Hongtao Xie   +2 more
exaly  

A survey on deep learning-based image forgery detection

Pattern Recognition, 2023
Mohsen Sardari Zarchi
exaly  

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