Benchmarking Neural Defend ARCAS 1B: A Foundational Multimodal Deepfake Detection Model

arXiv:2609.25154 · cs.CR, cs.AI · Submitted 2026-09-21 · Read on arXiv

cs.CR, cs.AI

Submitted: 2026-09-21

Updated: 2026-09-21

Code: https://github.com/HorizonTEL/AIGIBench

Project page: https://fdmas.github.io/AIGCDetect/data

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 116× in this paper · explained in 2 episodes
• Accuracy — 43× in this paper · explained in 1 episode
• Aggregation — 12× in this paper · explained in 1 episode
• Calibration — 12× in this paper · explained in 7 episodes
• Generalization — 10× in this paper · explained in 13 episodes
• Provenance — 8× in this paper · explained in 3 episodes
• Core — 6× in this paper · explained in 2 episodes
• Robustness — 6× in this paper · explained in 5 episodes
• Decode — 5× in this paper · explained in 2 episodes
• AUC — 2× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Fine-Tuning — 2× in this paper · explained in 5 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adversarial Robustness — 1× in this paper · explained in 3 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Consistency — 1× in this paper · explained in 3 episodes
• Decision Risk — 1× in this paper · explained in 2 episodes
• Diffusion Model — 1× in this paper · explained in 8 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Distribution Shift — 1× in this paper · explained in 5 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Generative AI — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Reconstruction Error — 1× in this paper · explained in 2 episodes
• Transformer — 1× in this paper · explained in 2 episodes
• Verification — 1× in this paper · explained in 2 episodes

Sources

• MIRROR: Manifold Ideal Reference ReconstructOR for Generalizable AI-Generated Image Detection
• MapDream: Task-Driven Map Learning for Vision-Language Navigation
• OpenFake: An Open Dataset and Platform Toward Real-World Deepfake Detection
• How well are open sourced AI-generated image detection models out-of-the-box: A comprehensive benchmark study
• PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection
• Frequency-Aware Semantic Fusion with Gated Injection for AI-generated Image Detection
• HEDGE: Heterogeneous Ensemble for Detection of AI-GEnerated Images in the Wild
• Intrinsic water transport in moisture-capturing hydrogels

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