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20152026
most citedFedForgery: Generalized Face Forgery Detection with Residual Federated Learning

77 citations · 105 across the 22 of their papers we have counts for

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Showing 2024Show all

6 papers · 1 filter

cs.CV2024

Thinking Racial Bias in Fair Forgery Detection: Models, Datasets and Evaluations

Decheng Liu, Zongqi Wang, Chunlei Peng +3

Due to the successful development of deep image generation technology, forgery detection plays a more important role in social and economic security. Racial bias has not been explo…

cs.CV2024

Federated Face Forgery Detection Learning with Personalized Representation

Decheng Liu, Zhan Dang, Chunlei Peng +3

Deep generator technology can produce high-quality fake videos that are indistinguishable, posing a serious social threat. Traditional forgery detection methods directly centralize…

cs.CV2024

Improving Adversarial Robustness via Decoupled Visual Representation Masking

Decheng Liu, Tao Chen, Chunlei Peng +3

Deep neural networks are proven to be vulnerable to fine-designed adversarial examples, and adversarial defense algorithms draw more and more attention nowadays. Pre-processing bas…

cs.CV2024

Imperceptible Face Forgery Attack via Adversarial Semantic Mask

Decheng Liu, Qixuan Su, Chunlei Peng +2

With the great development of generative model techniques, face forgery detection draws more and more attention in the related field. Researchers find that existing face forgery mo…

cs.LG2024

Semi-Supervised Learning for Anomaly Traffic Detection via Bidirectional Normalizing Flows

Zhangxuan Dang, Yu Zheng, Xinglin Lin +3

With the rapid development of the Internet, various types of anomaly traffic are threatening network security. We consider the problem of anomaly network traffic detection and prop…

cs.CV2024

Masked Attribute Description Embedding for Cloth-Changing Person Re-identification

Chunlei Peng, Boyu Wang, Decheng Liu +3

Cloth-changing person re-identification (CC-ReID) aims to match persons who change clothes over long periods. The key challenge in CC-ReID is to extract clothing-independent featur…