activity
20232026
most citedLampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks

26 citations · 28 across the 8 of their papers we have counts for

collaborators

8 papers

cs.CV2026

MFVLR: Multi-domain Fine-grained Vision-Language Reconstruction for Generalizable Diffusion Face Forgery Detection and Localization

Yaning Zhang, Tianyi Wang, Zan Gao +3

The swift advancement in photo-realistic face generation technology has sparked considerable concerns across society and academia, emphasizing the requirement of generalizable face…

cs.CV2026

Word-Anchored Temporal Forgery Localization

Tianyi Wang, Xi Shao, Harry Cheng +2

Current temporal forgery localization (TFL) approaches typically rely on temporal boundary regression or continuous frame-level anomaly detection paradigms to derive candidate forg…

cs.CV2025

A Spatial-Frequency Aware Multi-Scale Fusion Network for Real-Time Deepfake Detection

Libo Lv, Tianyi Wang, Mengxiao Huang +2

With the rapid advancement of real-time deepfake generation techniques, forged content is becoming increasingly realistic and widespread across applications like video conferencing…

cs.CV2025

Learning Real Facial Concepts for Independent Deepfake Detection

Ming-Hui Liu, Harry Cheng, Tianyi Wang +2

Deepfake detection models often struggle with generalization to unseen datasets, manifesting as misclassifying real instances as fake in target domains. This is primarily due to an…

cs.CV2025

NullSwap: Proactive Identity Cloaking Against Deepfake Face Swapping

Tianyi Wang, Harry Cheng, Xiao Zhang +1

Suffering from performance bottlenecks in passively detecting high-quality Deepfake images due to the advancement of generative models, proactive perturbations offer a promising ap…

cs.CV2024★ 26 cited

LampMark: Proactive Deepfake Detection via Training-Free Landmark Perceptual Watermarks

Tianyi Wang, Mengxiao Huang, Harry Cheng +2

Deepfake facial manipulation has garnered significant public attention due to its impacts on enhancing human experiences and posing privacy threats. Despite numerous passive algori…

cs.CV2024

Diffusion Facial Forgery Detection

Harry Cheng, Yangyang Guo, Tianyi Wang +2

Detecting diffusion-generated images has recently grown into an emerging research area. Existing diffusion-based datasets predominantly focus on general image generation. However,…

cs.CV2023★ 2 cited

Robust Identity Perceptual Watermark Against Deepfake Face Swapping

Tianyi Wang, Mengxiao Huang, Harry Cheng +2

Notwithstanding offering convenience and entertainment to society, Deepfake face swapping has caused critical privacy issues with the rapid development of deep generative models. D…