Latest Research in Visual Identity Forgery

Top Research Topics in Visual Identity Forgery

• Computer Vision and Pattern Recognition — 36 papers
• Digital Media Forensic Detection — 10 papers
• Generative Adversarial Networks and Image Synthesis — 9 papers
• Cryptography and Security — 3 papers
• Video Surveillance and Tracking Methods — 2 papers
• Biometric Identification and Security — 2 papers
• Multimedia — 2 papers
• User Authentication and Security Systems — 1 papers
• Face recognition and analysis — 1 papers
• Misinformation and Its Impacts — 1 papers

Highest-Cited Papers

1. Mask Extent and Texture Content: A Controlled Digital-Compositing Study of Person Detectors
2. Mask Extent and Texture Content: A Controlled Digital-Compositing Study of Person Detectors
3. A Review of Secure and Privacy-Preserving Hand Gesture CAPTCHA Systems with Enhanced Liveness Detection
4. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models
5. Face presentation attack detection via content-adaptive spatial operators
6. Unifying Semantic Priors and High-Frequency Traces: Enhancing V-JEPA with Mixture-of-Experts for Robust Synthetic Image Forensics
7. An Explainable AI Framework for Identity Document Authentication in AML/KYC Verification
8. Image forgery localization via guided noise and multi-scale feature aggregation
9. Generalizable Face Forgery Detection via Separable Prompt Learning
10. Towards Generalizable Deepfake Detection via Real Distribution Bias Correction
11. LGF-Net: a spatial-frequency deepfake detection network with learnable gabor filters and gated cross-modal Fusion
12. ViT-ConvGDNet: a vision transformer–MobileNet guided decoder network for robust copy-move forgery detection and localization
13. MARE: Multimodal Alignment and Reinforcement for Explainable Deepfake Detection via Vision-Language Models
14. Lightweight Generalized DeepFake Face Detection with WAVIE: Wavelet Augmented Vision Intermediate Embeddings
15. Dual-domain self-supervised feature alignment via spectral–spatial representation learning for deepfake anomaly detection
16. Bioinspired Adaptive-Depth Neural Growth for Deepfake Video Forensics: An Entropy-Guided State-Space Framework
17. LGFN: Lightweight Gated RGB-Polarization Fusion with Modality-Availability Conditioning for Camouflaged Object Detection
18. LAION-Mobile: Evaluating Deepfake Detectors On One Million Smartphone Photos
19. A YOLO enhanced deep learning model for efficient and scalable deepfake detection for real-time facial forgery recognition in digital media
20. An Improved Deepfake Detection Approach Using Hybrid Architecture Based on EfficientNet and Vision Transformer

Sub-Regions

• Computer Vision and Pattern Recognition — 25 papers
• Video Surveillance and Tracking Methods — 17 papers
• Digital Media Forensic Detection — 13 papers
• Generative Adversarial Networks and Image Synthesis — 7 papers
• Computer Vision and Pattern Recognition — 4 papers
• Cryptography and Security — 3 papers