Deepfake Detection Method Integrating Multiple Parameter-Efficient Fine-Tuning Techniques

Deepfake Detection Method Integrating Multiple Parameter-Efficient Fine-Tuning Techniques

In recent years, as deepfake technology matures, face-swapping software and synthesized videos have become widespread. While these techniques offer entertainment, they also provide opportunities for misuse by malicious actors. Consequently, the significance of deepfake detection technology has grown...

Full description

Saved in:

Bibliographic Details
Main Author:	ZHANG Yiwen, CAI Manchun, CHEN Yonghao, ZHU Yi, YAO Lifeng
Format:	Article
Language:	zho
Published:	Journal of Computer Engineering and Applications Beijing Co., Ltd., Science Press 2024-12-01
Series:	Jisuanji kexue yu tansuo
Subjects:	deepfakes; vision transformer; self-supervised pretrained models; low-rank adaptation (lora); parameter-efficient fine-tuning
Online Access:	http://fcst.ceaj.org/fileup/1673-9418/PDF/2311053.pdf
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Efficient Fine-Tuning of Large Language Models via a Low-Rank Gradient Estimator
by: Luoming Zhang, et al.
Published: (2024-12-01)

Augmented prediction of vertebral collapse after osteoporotic vertebral compression fractures through parameter-efficient fine-tuning of biomedical foundation models
by: Sibeen Kim, et al.
Published: (2024-12-01)

Low-Rank Adaptation of Pre-Trained Large Vision Models for Improved Lung Nodule Malignancy Classification
by: Benjamin P. Veasey, et al.
Published: (2025-01-01)

Fine-tuning a local LLaMA-3 large language model for automated privacy-preserving physician letter generation in radiation oncology
by: Yihao Hou, et al.
Published: (2025-01-01)

Frozen Weights as Prior for Parameter-Efficient Fine-Tuning
by: Xiaolong Ma, et al.
Published: (2025-01-01)

Contextual Fine-Tuning of Language Models with Classifier-Driven Content Moderation for Text Generation
by: Matan Punnaivanam, et al.
Published: (2024-12-01)

ClassWise-SAM-Adapter: Parameter-Efficient Fine-Tuning Adapts Segment Anything to SAR Domain for Semantic Segmentation
by: Xinyang Pu, et al.
Published: (2025-01-01)

Advancing GAN Deepfake Detection: Mixed Datasets and Comprehensive Artifact Analysis
by: Tamer Say, et al.
Published: (2025-01-01)

LoRA Fusion: Enhancing Image Generation
by: Dooho Choi, et al.
Published: (2024-11-01)

Visual Deepfake Detection: Review of Techniques, Tools, Limitations, and Future Prospects
by: Naveed Ur Rehman Ahmed, et al.
Published: (2025-01-01)

Enhancing Deepfake Detection Through Quantum Transfer Learning and Class-Attention Vision Transformer Architecture
by: Bekir Eray Katı, et al.
Published: (2025-01-01)

Comparative Study: Flower Classification using Deep Learning, SMOTE and Fine-Tuning
by: Vincentius Praskatama, et al.
Published: (2024-11-01)

Lottery Rank-Pruning Adaptation Parameter Efficient Fine-Tuning
by: Juhyeong Kim, et al.
Published: (2024-11-01)

ENHANCEMENT OF ARTIFICIAL IMMUNE SYSTEMS FOR THE TRAVELING SALESMAN PROBLEM THROUGH HYBRIDIZATION WITH NEIGHBORHOOD IMPROVEMENT AND PARAMETER FINE-TUNING
by: Peeraya THAPATSUWAN, et al.
Published: (2024-12-01)

ZeROf-Offload: forward-gradient scheme for efficient full parameter fine-tuning of billion-scale language models
by: Jian Zhu, et al.
Published: (2024-01-01)

Klasifikasi Citra Generasi Artificial Intellegence menggunakan Metodde Fine Tuning pada Residual Network
by: Sulthan Abiyyu Hakim, et al.
Published: (2024-07-01)

TIBW: Task-Independent Backdoor Watermarking with Fine-Tuning Resilience for Pre-Trained Language Models
by: Weichuan Mo, et al.
Published: (2025-01-01)

Campus question-answering system based on intent recognition and retrieval-augmented generation
by: TANG Bowen, et al.
Published: (2024-11-01)

Exploring Data Analysis Methods in Generative Models: From Fine-Tuning to RAG Implementation
by: Bogdan Mihai Guțu, et al.
Published: (2024-12-01)

SLM-DFS: A systematic literature map of deepfake spread on social media
by: El-Sayed Atlam, et al.
Published: (2025-01-01)

Innovative Design of the Carbon-free Car Fine-tuning Mechanism based on the Trajectory Analysis Method
by: Liu Yang, et al.
Published: (2015-01-01)

VULREM: Fine-Tuned BERT-Based Source-Code Potential Vulnerability Scanning System to Mitigate Attacks in Web Applications
by: Remzi Gürfidan
Published: (2024-10-01)

Parameter-Efficient Fine-Tuning of Large Pretrained Models for Instance Segmentation Tasks
by: Nermeen Abou Baker, et al.
Published: (2024-12-01)

Optimization of Hand Gesture Object Detection Using Fine-Tuning Techniques on an Integrated Service of Smart Robot
by: Faikul Umam, et al.
Published: (2024-12-01)

Deepfake and Media Ethics
by: Sorin Suciu
Published: (2024-01-01)

An ensemble of modern computer vision models for deepfake detection
by: Aleksandr S. Pikul
Published: (2024-11-01)

A Classifier Model Using Fine-Tuned Convolutional Neural Network and Transfer Learning Approaches for Prostate Cancer Detection
by: Murat Sarıateş, et al.
Published: (2024-12-01)

SC-Phi2: A Fine-Tuned Small Language Model for StarCraft II Build Order Prediction
by: Muhammad Junaid Khan, et al.
Published: (2024-11-01)

Pretraining Enhanced RNN Transducer
by: Junyu Lu, et al.
Published: (2024-12-01)

Applications of cluster-based transfer learning in image and localization tasks
by: Liuyi Yang, et al.
Published: (2024-12-01)

An Investigation into the Utilisation of CNN with LSTM for Video Deepfake Detection
by: Sarah Tipper, et al.
Published: (2024-10-01)

Yapay Zeka, Deepfake ve Yeni Nesil Cinsel Suçlar
by: Efe Can Karabulat
Published: (2024-12-01)

Advancing Persistent Character Generation: Comparative Analysis of Fine-Tuning Techniques for Diffusion Models
by: Luca Martini, et al.
Published: (2024-09-01)

Research on Fine-Tuning Optimization Strategies for Large Language Models in Tabular Data Processing
by: Xiaoyong Zhao, et al.
Published: (2024-11-01)

Authenticity at Risk: Key Factors in the Generation and Detection of Audio Deepfakes
by: Alba Martínez-Serrano, et al.
Published: (2025-01-01)

Anomaly Detection of Deepfake Audio Based on Real Audio Using Generative Adversarial Network Model
by: Daeun Song, et al.
Published: (2024-01-01)

Img2Side: A Transfer Learning Based Model for Predicting Drug Side Effects Using 2D Chemical Structural Images
by: Muhammad Asad Arshed, et al.
Published: (2024-01-01)

Deepfake: New Era in The Age of Disinformation & End of Reliable Journalism
by: Erkam Temir
Published: (2020-07-01)

Robust deepfake detection method based on siamese network
by: LIN Shanhe
Published: (2024-04-01)

A scientific-article key-insight extraction system based on multi-actor of fine-tuned open-source large language models
by: Zihan Song, et al.
Published: (2025-01-01)