ConTrans-Detect: A Multi-Scale Convolution-Transformer Network for DeepFake Video Detection

Keyphrases

• Art Performance 20%
• Convolutional Neural Network 20%
• Deep Generative Models 20%
• Deep Learning Technology 20%
• Deepfake 20%
• Deepfake Detection 100%
• Detection Model 20%
• F1 Score 20%
• Face Forgery Detection 20%
• Fake Videos 20%
• Feature Dimension 20%
• Feature Modeling 20%
• Feature Representation 20%
• Generative Deep Learning 20%
• Inception Block 20%
• Learning Difficulties 20%
• Low-level Features 20%
• Multi-branch 40%
• Multi-scale Convolution 100%
• Multi-scale Convolutional Neural Network 40%
• Multi-stream 20%
• Neural Network System 40%
• Recent Advancements 20%
• Spatial Features 60%
• Spatial-temporal 20%
• Synthetic Images 20%
• Temporal Features 20%
• Temporal Resolution 20%
• Temporal Variation 20%
• Transformer 100%
• Transformer Layer 20%
• Transformer Module 20%
• Transformer Network 100%

Computer Science

• Art Performance 25%
• Convolutional Neural Network 75%
• Deep Generative Model 25%
• Deep Learning 25%
• Deepfake Video Detection 100%
• Deepfakes 100%
• Feature Dimension 25%
• Forgery Detection 25%
• Learning Technology 25%
• Synthetic Image 25%
• Temporal Feature 25%
• Temporal Information 25%
• Temporal Resolution 25%
• Temporal Variation 25%