Learning to discover forgery cues for face forgery detection

J Tian, P Chen, C Yu, X Fu, X Wang… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Locating manipulation maps, ie, pixel-level annotation of forgery cues, is crucial for
providing interpretable detection results in face forgery detection. Related learning objects …

A hybrid CNN-LSTM approach for precision deepfake image detection based on transfer learning

OAHH Al-Dulaimi, S Kurnaz - Electronics, 2024‏ - mdpi.com
The detection of deepfake images and videos is a critical concern in social communication
due to the widespread utilization of deepfake techniques. The prevalence of these methods …

MFMS: Learning Modality-Fused and Modality-Specific Features for Deepfake Detection and Localization Tasks

Y Zhang, C Miao, M Luo, J Li, W Deng, W Yao… - Proceedings of the …, 2024‏ - dl.acm.org
This paper presents a summary of the proposed solution to the AV-Deepfake1M competition.
Deepfake technology is develo** fast, and realistic generation techniques of audio and …

Mixture-of-noises enhanced forgery-aware predictor for multi-face manipulation detection and localization

C Miao, Q Chu, T Gong, Z Tan, Z **, W Zhuang… - arxiv preprint arxiv …, 2024‏ - arxiv.org
With the advancement of face manipulation technology, forgery images in multi-face
scenarios are gradually becoming a more complex and realistic challenge. Despite this …

Exploring Bi-Level Inconsistency via Blended Images for Generalizable Face Forgery Detection

P Jiang, H **e, L Yu, G **… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
The challenge of generalization in face forgery detection has become increasingly
prominent as manipulation techniques continue to evolve. Although recent image blending …

SAMIF: Adapting Segment Anything Model for Image Inpainting Forensics

L Zhang, X Zhu, D He, X Liao… - Proceedings of the …, 2024‏ - openaccess.thecvf.com
Image inpainting technologies pose increasing threats to the security of image data through
malicious use. Therefore, image inpainting forensics is crucial. The Segment Anything …