Ensemble-Based Deepfake Detection using State-of-the-Art Models with Robust Cross-Dataset Generalisation
Fuente:
arXiv
Saved in:
| Main Authors: | Wahab, Haroon, Ugail, Hassan, Jaleel, Lujain |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Integrating Visual and X-Ray Machine Learning Features in the Study of Paintings by Goya
by: Ugail, Hassan, et al.
Published: (2025)
by: Ugail, Hassan, et al.
Published: (2025)
DFA-CON: A Contrastive Learning Approach for Detecting Copyright Infringement in DeepFake Art
by: Wahab, Haroon, et al.
Published: (2025)
by: Wahab, Haroon, et al.
Published: (2025)
CapCLIP: A Vision-Language Representation Alignment Approach for Wireless Capsule Endoscopy Analysis
by: Wahab, Haroon, et al.
Published: (2026)
by: Wahab, Haroon, et al.
Published: (2026)
Latent Diffusion Based Face Enhancement under Degraded Conditions for Forensic Face Recognition
by: Ugail, Hassan, et al.
Published: (2025)
by: Ugail, Hassan, et al.
Published: (2025)
Deepfake Sentry: Harnessing Ensemble Intelligence for Resilient Detection and Generalisation
by: Ştefan, Liviu-Daniel, et al.
Published: (2024)
by: Ştefan, Liviu-Daniel, et al.
Published: (2024)
LOGER: Local--Global Ensemble for Robust Deepfake Detection in the Wild
by: Wu, Fei, et al.
Published: (2026)
by: Wu, Fei, et al.
Published: (2026)
A Lightweight Face Quality Assessment Framework to Improve Face Verification Performance in Real-Time Screening Applications
by: Ibrahim, Ahmed Aman, et al.
Published: (2025)
by: Ibrahim, Ahmed Aman, et al.
Published: (2025)
Handcrafted Feature-Assisted One-Class Learning for Artist Authentication in Historical Drawings
by: Ugail, Hassan, et al.
Published: (2026)
by: Ugail, Hassan, et al.
Published: (2026)
AWARE-NET: Adaptive Weighted Averaging for Robust Ensemble Network in Deepfake Detection
by: Salman, Muhammad, et al.
Published: (2025)
by: Salman, Muhammad, et al.
Published: (2025)
FakeFormer: Efficient Vulnerability-Driven Transformers for Generalisable Deepfake Detection
by: Nguyen, Dat, et al.
Published: (2024)
by: Nguyen, Dat, et al.
Published: (2024)
Robust Deepfake Detection: Mitigating Spatial Attention Drift via Calibrated Complementary Ensembles
by: Le-Phan, Minh-Khoa, et al.
Published: (2026)
by: Le-Phan, Minh-Khoa, et al.
Published: (2026)
Deepfake Media Forensics: State of the Art and Challenges Ahead
by: Amerini, Irene, et al.
Published: (2024)
by: Amerini, Irene, et al.
Published: (2024)
Practical Manipulation Model for Robust Deepfake Detection
by: Hopf, Benedikt, et al.
Published: (2025)
by: Hopf, Benedikt, et al.
Published: (2025)
DeepfakeArt Challenge: A Benchmark Dataset for Generative AI Art Forgery and Data Poisoning Detection
by: Aboutalebi, Hossein, et al.
Published: (2023)
by: Aboutalebi, Hossein, et al.
Published: (2023)
State-of-the-Art Fails in the Art of Damage Detection
by: Ivanova, Daniela, et al.
Published: (2024)
by: Ivanova, Daniela, et al.
Published: (2024)
Robust Deepfake Detection, NTIRE 2026 Challenge: Report
by: Hopf, Benedikt, et al.
Published: (2026)
by: Hopf, Benedikt, et al.
Published: (2026)
Age-Diverse Deepfake Dataset: Bridging the Age Gap in Deepfake Detection
by: Joshi, Unisha
Published: (2025)
by: Joshi, Unisha
Published: (2025)
WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection
by: Zi, Bojia, et al.
Published: (2021)
by: Zi, Bojia, et al.
Published: (2021)
CrossDF: Improving Cross-Domain Deepfake Detection with Deep Information Decomposition
by: Yang, Shanmin, et al.
Published: (2023)
by: Yang, Shanmin, et al.
Published: (2023)
Evidence Packing for Cross-Domain Image Deepfake Detection with LVLMs
by: Liu, Yuxin, et al.
Published: (2026)
by: Liu, Yuxin, et al.
Published: (2026)
Toward Medical Deepfake Detection: A Comprehensive Dataset and Novel Method
by: Li, Shuaibo, et al.
Published: (2025)
by: Li, Shuaibo, et al.
Published: (2025)
Towards the Detection of Diffusion Model Deepfakes
by: Ricker, Jonas, et al.
Published: (2022)
by: Ricker, Jonas, et al.
Published: (2022)
MSCT: Differential Cross-Modal Attention for Deepfake Detection
by: Wei, Fangda, et al.
Published: (2026)
by: Wei, Fangda, et al.
Published: (2026)
Unsupervised Multimodal Deepfake Detection Using Intra- and Cross-Modal Inconsistencies
by: Tian, Mulin, et al.
Published: (2023)
by: Tian, Mulin, et al.
Published: (2023)
Enhancing Abnormality Identification: Robust Out-of-Distribution Strategies for Deepfake Detection
by: Maiano, Luca, et al.
Published: (2025)
by: Maiano, Luca, et al.
Published: (2025)
PUDD: Towards Robust Multi-modal Prototype-based Deepfake Detection
by: Pellcier, Alvaro Lopez, et al.
Published: (2024)
by: Pellcier, Alvaro Lopez, et al.
Published: (2024)
DiffFace-Edit: A Diffusion-Based Facial Dataset for Forgery-Semantic Driven Deepfake Detection Analysis
by: Ding, Feng, et al.
Published: (2026)
by: Ding, Feng, et al.
Published: (2026)
X-AVDT: Audio-Visual Cross-Attention for Robust Deepfake Detection
by: Kim, Youngseo, et al.
Published: (2026)
by: Kim, Youngseo, et al.
Published: (2026)
Attribution-Guided Multimodal Deepfake Detection via Cross-Modal Forensic Fingerprints
by: Ahmad, Wasim, et al.
Published: (2026)
by: Ahmad, Wasim, et al.
Published: (2026)
Towards Real-World Deepfake Detection: A Diverse In-the-wild Dataset of Forgery Faces
by: Shi, Junyu, et al.
Published: (2025)
by: Shi, Junyu, et al.
Published: (2025)
Human-AI Ensembles Improve Deepfake Detection in Low-to-Medium Quality Videos
by: Postiglione, Marco, et al.
Published: (2026)
by: Postiglione, Marco, et al.
Published: (2026)
SpecXNet: A Dual-Domain Convolutional Network for Robust Deepfake Detection
by: Alam, Inzamamul, et al.
Published: (2025)
by: Alam, Inzamamul, et al.
Published: (2025)
Enhancing Deepfake Detection using SE Block Attention with CNN
by: Dasgupta, Subhram, et al.
Published: (2025)
by: Dasgupta, Subhram, et al.
Published: (2025)
DiffFake: Exposing Deepfakes using Differential Anomaly Detection
by: Stamnas, Sotirios, et al.
Published: (2025)
by: Stamnas, Sotirios, et al.
Published: (2025)
Real-Aware Residual Model Merging for Deepfake Detection
by: Park, Jinhee, et al.
Published: (2025)
by: Park, Jinhee, et al.
Published: (2025)
Masked Conditional Diffusion Model for Enhancing Deepfake Detection
by: Chen, Tiewen, et al.
Published: (2024)
by: Chen, Tiewen, et al.
Published: (2024)
Forgery Guided Learning Strategy with Dual Perception Network for Deepfake Cross-domain Detection
by: Jia, Lixin, et al.
Published: (2025)
by: Jia, Lixin, et al.
Published: (2025)
UMCL: Unimodal-generated Multimodal Contrastive Learning for Cross-compression-rate Deepfake Detection
by: Lai, Ching-Yi, et al.
Published: (2025)
by: Lai, Ching-Yi, et al.
Published: (2025)
Linguistic Profiling of Deepfakes: An Open Database for Next-Generation Deepfake Detection
by: Wang, Yabin, et al.
Published: (2024)
by: Wang, Yabin, et al.
Published: (2024)
DDL: A Large-Scale Datasets for Deepfake Detection and Localization in Diversified Real-World Scenarios
by: Miao, Changtao, et al.
Published: (2025)
by: Miao, Changtao, et al.
Published: (2025)
Similar Items
-
Integrating Visual and X-Ray Machine Learning Features in the Study of Paintings by Goya
by: Ugail, Hassan, et al.
Published: (2025) -
DFA-CON: A Contrastive Learning Approach for Detecting Copyright Infringement in DeepFake Art
by: Wahab, Haroon, et al.
Published: (2025) -
CapCLIP: A Vision-Language Representation Alignment Approach for Wireless Capsule Endoscopy Analysis
by: Wahab, Haroon, et al.
Published: (2026) -
Latent Diffusion Based Face Enhancement under Degraded Conditions for Forensic Face Recognition
by: Ugail, Hassan, et al.
Published: (2025) -
Deepfake Sentry: Harnessing Ensemble Intelligence for Resilient Detection and Generalisation
by: Ştefan, Liviu-Daniel, et al.
Published: (2024)