A LoRA-enhanced vision transformer for generalized and robust continual face forgery detection

• Main Author: Wu, Yulong
• Other Authors: Alex Chichung Kot
• Format: Thesis-Master by Coursework
• Language: English
• Published: Nanyang Technological University 2025
• Subjects: Computer and Information Science; LoRA; Face forgery detection
• Online Access: https://hdl.handle.net/10356/182478
• Institution: Nanyang Technological University

In this dissertation, we present an efficient training method for face forgery detection models by combining Low-rank adaptation (LoRA) with Vision Transformers (ViT). The approach facilitates continual learning across multiple face forgery datasets organized by their release dates, followed b...