tamlhp / deepfake-benchmark

A War Beyond Deepfake: Benchmarking Facial Counterfeits and Countermeasures
MIT License
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New relevant papers #3

Open tamlhp opened 6 months ago

tamlhp commented 6 months ago

Diffusion Deepfake https://arxiv.org/abs/2404.01579

tamlhp commented 6 months ago

An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape https://arxiv.org/abs/2404.16212

tamlhp commented 6 months ago

D3: Scaling Up Deepfake Detection by Learning from Discrepancy https://arxiv.org/abs/2404.04584

tamlhp commented 6 months ago

EEG-Features for Generalized Deepfake Detection https://arxiv.org/abs/2405.08527

tamlhp commented 6 months ago

Towards Quantitative Evaluation of Explainable AI Methods for Deepfake Detection https://arxiv.org/abs/2404.18649

tamlhp commented 6 months ago

Explicit Correlation Learning for Generalizable Cross-Modal Deepfake Detection https://arxiv.org/abs/2404.19171

tamlhp commented 6 months ago

Deepfake Detection without Deepfakes: Generalization via Synthetic Frequency Patterns Injection https://arxiv.org/abs/2403.13479

tamlhp commented 6 months ago

FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge https://arxiv.org/abs/2404.13872

tamlhp commented 6 months ago

In Anticipation of Perfect Deepfake: Identity-anchored Artifact-agnostic Detection under Rebalanced Deepfake Detection Protocol https://arxiv.org/abs/2405.00483

tamlhp commented 6 months ago

Deepfake Sentry: Harnessing Ensemble Intelligence for Resilient Detection and Generalisation https://arxiv.org/abs/2404.00114

tamlhp commented 6 months ago

Explainable Deepfake Video Detection using Convolutional Neural Network and CapsuleNet https://arxiv.org/abs/2404.12841

tamlhp commented 6 months ago

A3:Ambiguous Aberrations Captured via Astray-Learning for Facial Forgery Semantic Sublimation https://arxiv.org/abs/2405.15173

tamlhp commented 6 months ago

Exploring Self-Supervised Vision Transformers for Deepfake Detection: A Comparative Analysis https://arxiv.org/abs/2405.00355

tamlhp commented 6 months ago

Compressed Deepfake Video Detection Based on 3D Spatiotemporal Trajectories https://arxiv.org/abs/2404.18149

tamlhp commented 6 months ago

DUPE: Detection Undermining via Prompt Engineering for Deepfake Text https://arxiv.org/abs/2404.11408

tamlhp commented 6 months ago

Selective Domain-Invariant Feature for Generalizable Deepfake Detection https://arxiv.org/abs/2403.12707

tamlhp commented 5 months ago

Text Modality Oriented Image Feature Extraction for Detecting Diffusion-based DeepFake https://arxiv.org/abs/2405.18071

tamlhp commented 5 months ago

Faster Than Lies: Real-time Deepfake Detection using Binary Neural Networks https://arxiv.org/abs/2406.04932

tamlhp commented 5 months ago

Deepfake tweets automatic detection https://arxiv.org/abs/2406.16489

tamlhp commented 4 months ago

GM-DF: Generalized Multi-Scenario Deepfake Detection https://arxiv.org/abs/2406.20078

tamlhp commented 4 months ago

Generalized Deepfake Attribution https://arxiv.org/abs/2406.18278

tamlhp commented 4 months ago

Adversarial Magnification to Deceive Deepfake Detection through Super Resolution https://arxiv.org/abs/2407.02670

tamlhp commented 4 months ago

GRACE: Graph-Regularized Attentive Convolutional Entanglement with Laplacian Smoothing for Robust DeepFake Video Detection https://arxiv.org/abs/2406.19941

tamlhp commented 4 months ago

The Tug-of-War Between Deepfake Generation and Detection https://arxiv.org/abs/2407.06174

tamlhp commented 4 months ago

Exploring the Impact of Moire Pattern on Deepfake Detectors https://arxiv.org/abs/2407.10399 Accepted for publication in IEEE International Conference on Image Processing (ICIP 2024)

tamlhp commented 4 months ago

Statistics-aware Audio-visual Deepfake Detector https://arxiv.org/abs/2407.11650 Accepted in ICIP 2024

tamlhp commented 3 months ago

ED4: Explicit Data-level Debiasing for Deepfake Detection https://arxiv.org/abs/2408.06779

tamlhp commented 3 months ago

C2P-CLIP: Injecting Category Common Prompt in CLIP to Enhance Generalization in Deepfake Detection https://arxiv.org/abs/2408.09647

tamlhp commented 3 months ago

Open-Set Deepfake Detection: A Parameter-Efficient Adaptation Method with Forgery Style Mixture https://arxiv.org/abs/2408.12791

tamlhp commented 2 months ago

Semantics-Oriented Multitask Learning for DeepFake Detection: A Joint Embedding Approach https://arxiv.org/abs/2408.16305

tamlhp commented 2 months ago

Generalizing Deepfake Video Detection with Plug-and-Play: Video-Level Blending and Spatiotemporal Adapter Tuning https://arxiv.org/abs/2408.17065

tamlhp commented 2 months ago

Can We Leave Deepfake Data Behind in Training Deepfake Detector? https://arxiv.org/abs/2408.17052

tamlhp commented 2 months ago

Standing on the Shoulders of Giants: Reprogramming Visual-Language Model for General Deepfake Detection https://arxiv.org/abs/2409.02664

tamlhp commented 2 months ago

A Noise and Edge extraction-based dual-branch method for Shallowfake and Deepfake Localization https://arxiv.org/abs/2409.00896

tamlhp commented 2 months ago

D-CAPTCHA++: A Study of Resilience of Deepfake CAPTCHA under Transferable Imperceptible Adversarial Attack https://arxiv.org/abs/2409.07390

tamlhp commented 1 month ago

Harnessing Wavelet Transformations for Generalizable Deepfake Forgery Detection https://arxiv.org/abs/2409.18301

tamlhp commented 1 month ago

Are Music Foundation Models Better at Singing Voice Deepfake Detection? Far-Better Fuse them with Speech Foundation Models https://arxiv.org/abs/2409.14131

tamlhp commented 1 month ago

A Multimodal Framework for Deepfake Detection https://arxiv.org/abs/2410.03487

tamlhp commented 1 month ago

Shaking the Fake: Detecting Deepfake Videos in Real Time via Active Probes https://arxiv.org/abs/2409.10889

tamlhp commented 1 month ago

Gumbel Rao Monte Carlo based Bi-Modal Neural Architecture Search for Audio-Visual Deepfake Detection https://arxiv.org/abs/2410.06543

tamlhp commented 1 month ago

Herd Mentality in Augmentation -- Not a Good Idea! A Robust Multi-stage Approach towards Deepfake Detection https://arxiv.org/abs/2410.05466

tamlhp commented 1 month ago

Capture Artifacts via Progressive Disentangling and Purifying Blended Identities for Deepfake Detection https://arxiv.org/abs/2410.10244

tamlhp commented 1 month ago

ODDN: Addressing Unpaired Data Challenges in Open-World Deepfake Detection on Online Social Networks https://arxiv.org/abs/2410.18687

tamlhp commented 2 weeks ago

Understanding Audiovisual Deepfake Detection: Techniques, Challenges, Human Factors and Perceptual Insights https://arxiv.org/abs/2411.07650

tamlhp commented 1 week ago

Adaptive Meta-Learning for Robust Deepfake Detection: A Multi-Agent Framework to Data Drift and Model Generalization https://arxiv.org/abs/2411.08148

tamlhp commented 1 week ago

How Good is ChatGPT at Audiovisual Deepfake Detection: A Comparative Study of ChatGPT, AI Models and Human Perception https://arxiv.org/abs/2411.09266

tamlhp commented 1 week ago

DiMoDif: Discourse Modality-information Differentiation for Audio-visual Deepfake Detection and Localization https://arxiv.org/abs/2411.10193

tamlhp commented 22 hours ago

Facial Features Matter: a Dynamic Watermark based Proactive Deepfake Detection Approach https://arxiv.org/abs/2411.14798