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A Survey of Defenses Against AI-Generated Visual Media: Detection, Disruption, and Authentication

https://doi.org/10.1145/3770916
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/s11023-024-09694-wopenalex-snapshot
Mapping the Ethics of Generative AI: A Comprehensive Scoping Review
inferredcites →https://doi.org/10.1007/s11263-022-01606-8openalex-snapshot
Countering Malicious DeepFakes: Survey, Battleground, and Horizon
inferredcites →https://doi.org/10.1016/j.inffus.2020.06.014openalex-snapshot
Deepfakes and beyond: A Survey of face manipulation and fake detection
inferredcites →https://doi.org/10.1016/j.ins.2019.11.004openalex-snapshot
Data imbalance in classification: Experimental evaluation
inferredcites →https://doi.org/10.1016/j.jbusres.2022.113368openalex-snapshot
Deepfakes: Deceptions, mitigations, and opportunities
inferredcites →https://doi.org/10.1016/j.neucom.2022.09.135openalex-snapshot
A comprehensive overview of Deepfake: Generation, detection, datasets, and opportunities
inferredcites →https://doi.org/10.1016/j.patcog.2021.107861openalex-snapshot
Optical flow and scene flow estimation: A survey
inferredcites →https://doi.org/10.1016/j.patcog.2023.109347openalex-snapshot
A Comprehensive Survey of Image Augmentation Techniques for Deep Learning
inferredcites →https://doi.org/10.1049/bme2.12031openalex-snapshot
A Survey on Deepfake Video Detection
inferredcites →https://doi.org/10.1109/access.2022.3154404openalex-snapshot
Deepfake Detection: A Systematic Literature Review
inferredcites →https://doi.org/10.1109/cvpr.2019.00453openalex-snapshot
A Style-Based Generator Architecture for Generative Adversarial Networks
inferredcites →https://doi.org/10.1109/cvpr42600.2020.00813openalex-snapshot
Analyzing and Improving the Image Quality of StyleGAN
inferredcites →https://doi.org/10.1109/cvpr46437.2021.00232openalex-snapshot
Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation
inferredcites →https://doi.org/10.1109/cvpr52688.2022.01042openalex-snapshot
High-Resolution Image Synthesis with Latent Diffusion Models
inferredcites →https://doi.org/10.1109/icip.2019.8803661openalex-snapshot
Detecting GAN-Generated Imagery Using Saturation Cues
inferredcites →https://doi.org/10.1109/msec.2024.3376637openalex-snapshot
Synthetic Image Verification in the Era of Generative Artificial Intelligence: What Works and What Isn’t There yet
inferredcites →https://doi.org/10.1109/tbiom.2021.3132237openalex-snapshot
Towards Measuring Fairness in AI: The Casual Conversations Dataset
inferredcites →https://doi.org/10.1109/tcss.2024.3461328openalex-snapshot
The Face of Deception: The Impact of AI-Generated Photos on Malicious Social Bots
inferredcites →https://doi.org/10.1109/tdsc.2023.3241604openalex-snapshot
Making DeepFakes More Spurious: Evading Deep Face Forgery Detection via Trace Removal Attack
inferredcites →https://doi.org/10.1109/tdsc.2024.3369711openalex-snapshot
Towards Benchmarking and Evaluating Deepfake Detection
inferredcites →https://doi.org/10.1109/tifs.2022.3141262openalex-snapshot
FakeLocator: Robust Localization of GAN-Based Face Manipulations
inferredcites →https://doi.org/10.1109/tifs.2024.3361151openalex-snapshot
MMNet: Multi-Collaboration and Multi-Supervision Network for Sequential Deepfake Detection
inferredcites →https://doi.org/10.1109/tip.2024.3434388openalex-snapshot
Inspector for Face Forgery Detection: Defending Against Adversarial Attacks From Coarse to Fine
inferredcites →https://doi.org/10.1109/tkde.2021.3070203openalex-snapshot
A Survey on Multi-Task Learning
inferredcites →https://doi.org/10.1109/tpami.2017.2723009openalex-snapshot
Places: A 10 Million Image Database for Scene Recognition
inferredcites →https://doi.org/10.1109/tpami.2020.2992393openalex-snapshot
Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey
inferredcites →https://doi.org/10.1109/tpami.2022.3204461openalex-snapshot
Image Super-Resolution Via Iterative Refinement
inferredcites →https://doi.org/10.1109/tpami.2023.3253390openalex-snapshot
Jointly Defending DeepFake Manipulation and Adversarial Attack Using Decoy Mechanism
inferredcites →https://doi.org/10.1109/tpami.2023.3301451openalex-snapshot
Reverse Engineering of Generative Models: Inferring Model Hyperparameters From Generated Images
inferredcites →https://doi.org/10.1109/wacv.2018.00097openalex-snapshot
Grad-CAM++: Generalized Gradient-Based Visual Explanations for Deep Convolutional Networks
inferredcites →https://doi.org/10.1145/3190618openalex-snapshot
Deep Learning for Biometrics
inferredcites →https://doi.org/10.1145/3425780openalex-snapshot
The Creation and Detection of Deepfakes
inferredcites →https://doi.org/10.1145/3524846.3527337openalex-snapshot
Fairness evaluation in deepfake detection models using metamorphic testing
inferredcites →https://doi.org/10.1145/3715073.3715080openalex-snapshot
FT-Shield: A Watermark Against Unauthorized Fine-tuning in Text-to-Image Diffusion Models
inferredcites →https://doi.org/10.1145/3721976openalex-snapshot
Towards a Better Understanding of Evaluating Trustworthiness in AI Systems
inferredcites →https://doi.org/10.1561/116.00000138openalex-snapshot
The Age of Synthetic Realities: Challenges and Opportunities
inferredcites →https://doi.org/10.2352/issn.2470-1173.2019.5.mwsf-532openalex-snapshot
Detecting GAN generated Fake Images using Co-occurrence Matrices
inferredcites →https://doi.org/10.36227/techrxiv.170723324.44685515/v1openalex-snapshot
Detecting Multimedia Generated by Large AI Models: A Survey
inferredcites →https://doi.org/10.48550/arxiv.2210.08402openalex-snapshot
LAION-5B: An open large-scale dataset for training next generation image-text models
inferredcites →https://doi.org/10.48550/arxiv.2302.04578openalex-snapshot
Adversarial Example Does Good: Preventing Painting Imitation from Diffusion Models via Adversarial Examples
inferredcites →https://doi.org/10.52202/068431-0326openalex-snapshot
Delving into Sequential Patches for Deepfake Detection
inferredcites →https://doi.org/10.52202/079017-1429openalex-snapshot
FreqBlender: Enhancing DeepFake Detection by Blending Frequency Knowledge

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-981-92-3423-3_39openalex-snapshot
Semantic Artifact Logit Fusion for Generalizable AI-Generated Image Detection
inferred← citeshttps://doi.org/10.1007/s44443-025-00154-8openalex-snapshot
Unmasking AI-created visual content: a review of generated images and deepfake detection technologies
inferred← citeshttps://doi.org/10.1016/j.cviu.2026.104867openalex-snapshot
Beyond detection: A survey on proactive disruption and defense strategies for deepfake face generation
inferred← citeshttps://doi.org/10.1109/aaiml67890.2026.11498149openalex-snapshot
CAPE: Test-Time Iterative Optimization for Copyright-Aware Multimodal Image Generation
inferred← citeshttps://doi.org/10.1109/cscwd68734.2026.11581599openalex-snapshot
Beyond Single-Space Perturbations: A Dual-Space Joint Adversarial Perturbation Framework for Robust Defense Against Diffusion-Based Deepfakes
inferred← citeshttps://doi.org/10.1109/ievc69170.2026.11508501openalex-snapshot
Analyzing Images Shared on Social Media During Disasters Using Location Mention
inferred← citeshttps://doi.org/10.1109/iitcee67948.2026.11394335openalex-snapshot
Defensive Mechanisms Against Deepfake Threats in Cybersecurity: Detection, Robustness, and Simulation-Based Evaluation
inferred← citeshttps://doi.org/10.1109/ism66958.2025.00011openalex-snapshot
Exploring Privacy and Security Risks in LLMs: Data Leakage, Prompt Injection, and Membership Inference
inferred← citeshttps://doi.org/10.1109/pst65910.2025.11268874openalex-snapshot
LAID: Lightweight AI-Generated Image Detection in Spatial and Spectral Domains
inferred← citeshttps://doi.org/10.1145/3771296openalex-snapshot
A Survey on Proactive Deepfake Defense: Disruption and Watermarking
inferred← citeshttps://doi.org/10.1145/3785353.3815091openalex-snapshot
Neutralizing Proactive Defense using Diffusion-based Upsampling
inferred← citeshttps://doi.org/10.1177/20438869261462961openalex-snapshot
Can we trust what looks real? A teaching case on AI-generated digital evidence and organizational decision-making
inferred← citeshttps://doi.org/10.12688/f1000research.159688.1openalex-snapshot
Analyzing why AI struggles with drawing human hands with CLIP
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