序号论文名称代码链接GitHub 星数论文极简分类1Scaling Up AI-Generated Image Detection with Generator-Aware PrototypesGAPL27⭐ (GitHub)图像AIGC检测 / 生成器感知原型2Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt LearningIAPL22⭐ (GitHub)图像AIGC检测 / 自适应Prompt3PPM-CLIP: Probabilistic Prompt Modeling for Generalizable AI-Generated Image DetectionPPM-CLIP2⭐ (GitHub)图像AIGC检测 / CLIP概率Prompt4SAIDO: Generalizable Detection of AI-Generated Images via Scene-Aware and Importance-Guided Dynamic Optimization in Continual LearningSAIDO-CVPR20265⭐ (GitHub)图像AIGC检测 / 持续学习5A Debiased Reconstruction-based Framework for Training-Free Detection of AI-Generated Images暂未核到官方GitHub—图像AIGC检测 / Training-free重建式检测 (GitHub)6A Difference-in-Difference Approach to Detecting AI-Generated ImagesDID0⭐ (GitHub)图像AIGC检测 / 二阶重建差分 (CVF开放获取)7Detecting Compressed AI-Generated Images via Phase Spectrum Robustness作者页显示Code入口未核到GitHub星数—图像AIGC检测 / 压缩鲁棒 / 相位谱8Cross-modal Representation Learning for Diffusion-generated Image Detection暂未核到官方GitHub—扩散图像检测 / RGBNPR跨模态9Diversity over Uniformity: Rethinking Representation in Generated Image DetectionDoU11⭐ (GitHub)图像AIGC检测 / 多样化表征10Enabling Supervised Learning of Generative Signatures for Generalized AI-Generated Images DetectionGenSign3⭐ (GitHub)图像AIGC检测 / 生成签名11Locate-Then-Examine: Grounded Region Reasoning Improves Detection of AI-Generated Images暂未核到官方GitHub—图像AIGC检测 / 可疑区域推理12SimLBR: Learning to Detect Fake Images by Learning to Detect Real ImagesSimLBR5⭐ (GitHub)图像AIGC检测 / 真实图像边界建模13ReAlign: Generalizable Image Forgery Detection via Reasoning-Aligned Representation暂未核到官方GitHub—图像伪造检测 / 推理对齐表征14UniGenDet: A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and Generated Image DetectionUniGenDet65⭐ (GitHub)图像生成检测联合框架 (Hugging Face)15Attribution as Retrieval: Model-Agnostic AI-Generated Image AttributionLIDA27⭐ (GitHub)图像生成器归因 / 溯源16Layer Consistency Matters: Elegant Latent Transition Discrepancy for Generalizable Synthetic Image DetectionLTD1⭐ (GitHub)合成图像检测 / 层一致性17Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification暂未核到官方GitHub—AI伪造图像检测 / 伪造定位18Detect Any AI-Counterfeited Text ImageDanceText15⭐ (GitHub)AI伪造文本图像检测 / 文字图像取证19IncreFA: Breaking the Static Wall of Generative Model AttributionIncreFA5⭐ (GitHub)生成模型归因 / 增量归因20CSF: Black-box Fingerprinting via Compositional Semantics for Text-to-Image Models暂未核到官方GitHub—文生图模型指纹 / 黑盒溯源21When Anonymity Breaks: Identifying Models Behind Text-to-Image Leaderboards暂未核到官方GitHub—文生图模型识别 / 来源追踪22Training-free Detection of Generated Videos via Spatial-Temporal LikelihoodsSTALL16⭐ (GitHub)AI生成视频检测 / Training-free23Skyra: AI-Generated Video Detection via Grounded Artifact ReasoningSkyra56⭐ (GitHub)AI生成视频检测 / 伪影推理24Your One-Stop Solution for AI-Generated Video DetectionAIGVDBench32⭐ (GitHub)AI生成视频检测Benchmark25CoCoVideo: The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video DetectionCoCoVideo8⭐ (GitHub)AI生成视频检测Benchmark / 商业模型26SAGA: Source Attribution of Generative AI VideosProject Page非GitHub项目页AI生成视频溯源 / 生成器归因27VMD-FACT: A New Video Dataset and MLLM-based Method for Detecting Realistic AI-Generated Video Misinformation暂未核到官方GitHub—AI生成视频误导信息检测28VideoRealBench: A Chain-of-Thought Realism Evaluation Benchmark for Generated Human-Centric Videos暂未核到官方GitHub—生成视频真实性评价 / 邻近方向29ActivityForensics: A Comprehensive Benchmark for Localizing Manipulated Activity in VideosProject Page非GitHub项目页视频篡改定位 / 活动级伪造30DFD-HR: Generalizable Deepfake Detection via Hierarchical Routing Learning暂未核到官方GitHub—Deepfake检测 / 层级路由31Unleashing Vision-Language Semantics for Deepfake Video DetectionVLAForge16⭐ (GitHub)Deepfake视频检测 / VLM语义32Beyond [CLS] Token: Query-Driven Token-Level Forgery Purification for Generalizable Deepfake Detection暂未核到官方GitHub—Deepfake检测 / Token级伪造净化 (CVF开放获取)33X-AVDT: Audio-Visual Cross-Attention for Robust Deepfake DetectionProject Page非GitHub项目页音视频Deepfake检测 / 交叉注意力 (Homepage)34Investigating Self-Supervised Representations for Audio-Visual Deepfake Detection暂未核到官方GitHub—音视频Deepfake检测 / 自监督表征35FVBench: Benchmarking Deepfake Video Detection Capability of Large Multimodal ModelsFVBench0⭐ (GitHub)Deepfake视频检测Benchmark / LMM评测36AVFakeBench: A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs暂未核到官方GitHub—音视频伪造检测Benchmark37Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake DetectionProject Page非GitHub项目页多模态社交媒体Deepfake Benchmark38TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection暂未核到官方GitHub—可解释Deepfake检测Benchmark39Pixels Don’t Lie (But Your Detector Might): Bootstrapping MLLM-as-a-Judge for Trustworthy Deepfake Detection and Reasoning SupervisionDeepfakeJudge10⭐ (GitHub)Deepfake检测 / MLLM-as-Judge40Agent4FaceForgery: Multi-Agent LLM Framework for Realistic Face Forgery Detection暂未核到官方GitHub—人脸伪造检测 / 多智能体数据构造 (arXiv)41DiffusionFF: A Diffusion-based Framework for Joint Face Forgery Detection and Fine-Grained Artifact Localization暂未核到官方GitHub—人脸伪造检测 / 伪影定位 (xiangyuzhu-open.github.io)42Inconsistency-aware Multimodal Schrodinger Bridge for Deepfake Localization暂未核到官方GitHub—Deepfake定位 / 音视频不一致43A Sanity Check for Multi-In-Domain Face Forgery Detection in the Real World暂未核到官方GitHub—人脸伪造检测协议 / 真实部署44DeepfakeImpact: A Two-Stage Benchmark with Real-World Impact in Deepfake Detection暂未核到官方GitHub检索到Stage1相关仓库线索但未确认完整官方项目—Deepfake检测Benchmark / 现实影响评估 (CVF开放获取)45Decoupling Bias, Aligning Distributions: Synergistic Fairness Optimization for Deepfake DetectionFairness-Optimization3⭐ (GitHub)Deepfake检测 / 公平性优化46Tutor-Student Reinforcement Learning: A Dynamic Curriculum for Robust Deepfake DetectionTSRL2⭐ (GitHub)Deepfake检测 / 强化学习课程47All in One: Unifying Deepfake Detection, Tampering Localization, and Source Tracing with a Robust Landmark-Identity WatermarkLIDMark13⭐ (GitHub)Deepfake检测定位溯源 / 主动水印48PECCVAI: Overcoming the Brittleness of AI Image Watermarking Under Visual Paraphrasing Attacks官方短链代码入口未核到GitHub星数—AI图像水印 / 鲁棒性49Rel-Zero: A Zero-Shot Framework for Text-Image Relevance-Based Watermark Against Image Edits暂未核到官方GitHub—图像水印 / AI编辑鲁棒50NOWA: Null-space Optical Watermark for Invisible Capture Fingerprinting and Tamper Localization暂未核到官方GitHub—光学水印 / 图像真实性与篡改定位51MaxMark: Versatile and Practical Diffusion-native Image WatermarkingMaxMark4⭐ (GitHub)扩散图像水印 / 主动溯源