Latest Research in Computer Vision and Pattern Recognition

25 research papers · 2026 median publication year

Top Research Topics in Computer Vision and Pattern Recognition

Highest-Cited Papers

  1. IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models
  2. Face presentation attack detection via content-adaptive spatial operators
  3. Generalizable Face Forgery Detection via Separable Prompt Learning
  4. Towards Generalizable Deepfake Detection via Real Distribution Bias Correction
  5. LGF-Net: a spatial-frequency deepfake detection network with learnable gabor filters and gated cross-modal Fusion
  6. MARE: Multimodal Alignment and Reinforcement for Explainable Deepfake Detection via Vision-Language Models
  7. Bioinspired Adaptive-Depth Neural Growth for Deepfake Video Forensics: An Entropy-Guided State-Space Framework
  8. A YOLO enhanced deep learning model for efficient and scalable deepfake detection for real-time facial forgery recognition in digital media
  9. An Improved Deepfake Detection Approach Using Hybrid Architecture Based on EfficientNet and Vision Transformer
  10. CMAS: A Cross-Modal Attribution Score for Modality-Level Explanation Evaluation in Audio-Visual Deepfake Detection
  11. CMAS: A Cross-Modal Attribution Score for Modality-Level Explanation Evaluation in Audio-Visual Deepfake Detection
  12. Deepfake recognition via cascaded neuro-fuzzy learning and parallel convolutional harmonic networks
  13. Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection
  14. Preserving Knowledge across Space and Time for Continual Video Deepfake Detection
  15. Generalizable Deepfake Detection via Frequency-Domain Enhancement and Feature Disentanglement
  16. Selfie-Capture Dynamics as an Auxiliary Signal Against Deepfakes and Injection Attacks for Mobile Identity Verification
  17. Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation
  18. Swin Meets EfficientNet: Lightweight Architectures for GAN-Based Face Forensics
  19. Identity-Aware Vision-Language Model for Explainable Face Forgery Detection
  20. Foundation and Multimodal Large Language Models for Face Presentation and Morph Attack Detection
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L3 Region - - 2026 Sep Q3

Computer Vision and Pattern Recognition

25 papers

Top Topics (8)

Computer Vision and Pattern Recognition12
Generative Adversarial Networks and Image Synthesis6
Cryptography and Security2
Biometric Identification and Security1
Face recognition and analysis1
Misinformation and Its Impacts1
Multimedia1
Digital Media Forensic Detection1

Top Publications (20)

1.IMFD: End-to-end Multi-Face Forgery Detection through Instruction-based Large Vision-Language Models2.Face presentation attack detection via content-adaptive spatial operators3.Generalizable Face Forgery Detection via Separable Prompt Learning4.Towards Generalizable Deepfake Detection via Real Distribution Bias Correction5.LGF-Net: a spatial-frequency deepfake detection network with learnable gabor filters and gated cross-modal Fusion6.MARE: Multimodal Alignment and Reinforcement for Explainable Deepfake Detection via Vision-Language Models7.Bioinspired Adaptive-Depth Neural Growth for Deepfake Video Forensics: An Entropy-Guided State-Space Framework8.A YOLO enhanced deep learning model for efficient and scalable deepfake detection for real-time facial forgery recognition in digital media9.An Improved Deepfake Detection Approach Using Hybrid Architecture Based on EfficientNet and Vision Transformer10.CMAS: A Cross-Modal Attribution Score for Modality-Level Explanation Evaluation in Audio-Visual Deepfake Detection11.CMAS: A Cross-Modal Attribution Score for Modality-Level Explanation Evaluation in Audio-Visual Deepfake Detection12.Deepfake recognition via cascaded neuro-fuzzy learning and parallel convolutional harmonic networks13.Harnessing CLIP and DINO: An Uncertainty-Aware Cascaded Fusion Network for Generalizable Deepfake Image Detection14.Preserving Knowledge across Space and Time for Continual Video Deepfake Detection15.Generalizable Deepfake Detection via Frequency-Domain Enhancement and Feature Disentanglement16.Selfie-Capture Dynamics as an Auxiliary Signal Against Deepfakes and Injection Attacks for Mobile Identity Verification17.Benchmarking Spatial, Spectral, and Self-Supervised Cues for Face Forgery Detection under Realistic Degradation18.Swin Meets EfficientNet: Lightweight Architectures for GAN-Based Face Forensics19.Identity-Aware Vision-Language Model for Explainable Face Forgery Detection20.Foundation and Multimodal Large Language Models for Face Presentation and Morph Attack Detection
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