图像篡改检测 对比学习 | Rethinking Image Forgery Detection via Soft Contrastive Learning and Unsupervised Clustering | FOCAL | A类期刊 TDSC 2025 |  | ✓ |
图像篡改检测 对比学习 | Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization | MPC | A类期刊 TIFS 2025 |  | ✓ |
图像篡改检测 | Pixel-Inconsistency Modeling for Image Manipulation Localization | PIM | A类期刊 TPAMI 2025 |  | ✓ |
图像篡改检测 | Forensics-Bench:A Comprehensive Forgery Detection Benchmark Suite for Large Vision Language Models | Forensics-Bench | A类会议 CVPR 2025 |  | ✓ |
图像篡改检测 | ForensicHub:A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization | ForensicHub | A类会议 NeurIPS 2025 |  | ✓ |
AIGC图像检测 | ForgeLens:Data-Efficient Forgery Focus for Generalizable Forgery Image Detection | ForgeLens | A类会议 ICCV 2025 |  | ✓ |
图像篡改检测 | GIM:A Million-scale Benchmark for Generative Image Manipulation Detection and Localization | GIM数据集 | A类会议 AAAI 2025 |  | × |
图像篡改检测 | Loupe:A Generalizable and Adaptive Framework for Image Forgery Detection | Loupe | A类会议 IJCAI 2025 |  | ✓ |
图像篡改检测 | M2SFormer:Multi-Spectral and Multi-Scale Attention with Edge-Aware Difficulty Guidance for Image Forgery Localization | M2SFormer | A类会议 ICCV 2025 |  | × |
图像篡改检测 | MUN:Image Forgery Localization Based on M3 Encoder and UN Decoder | MUN | A类会议 AAAI 2025 |  | ✓ |
图像篡改检测 | Mesoscopic Insights:Orchestrating Multi-Scale & Hybrid Architecture for Image Manipulation Localization | Mesorch | A类会议 AAAI 2025 |  | ✓ |
图像篡改检测 | OmniGuard:Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking | OmniGuard | A类会议 CVPR 2025 |  | ✓ |
图像篡改检测 | Reinforced Multi-teacher Knowledge Distillation for Efficient General Image Forgery Detection and Localization | - | A类会议 AAAI 2025 | - | - |
图像篡改检测 | Rethinking Image Editing Detection in the Era of Generative AI Revolution | GRE数据集 | A类会议 ACMMM 2025 |  | ✓ |
无监督语义分割 | Robust Watermarking Using Generative Priors Against Image Editing:From Benchmarking to Advances | VINE | A类会议 ICLR 2025 |  | ✓ |
图像篡改检测 | SUMI-IFL:An Information-Theoretic Framework for Image Forgery Localization with Sufficiency and Minimality Constraints | - | A类会议 AAAI 2025 | - | - |
聚类 三联体损失 | Stacking Brick by Brick:Aligned Feature Isolation for Incremental Face Forgery Detection | SUR-LID | A类会议 CVPR 2025 |  | ✓ |
图像篡改检测 | SparseViT:Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer | SparseViT | A类会议 AAAI 2025 |  | ✓ |
无监督 语义分割 | Towards Generalizable Detector for Generated Image | DEnD-Detection | A类会议 NeurIPS 2025 |  | × |
deepfake | Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection | deepfake-detection | A类会议 ICML 2025 |  | ✓ |
图像篡改检测 对比学习 | Attentive and Contrastive Image Manipulation Localization With Boundary Guidance | - | A类期刊 TIFS 2024 | - | - |
图像篡改检测 | DiRLoc:Disentanglement Representation Learning for Robust Image Forgery Localization | DiRLoc | A类期刊 TDSC 2024 | - | - |
图像篡改检测 | Employing Reinforcement Learning to Construct a Decision-Making Environment for Image Forgery Localization | CoDE | A类期刊 TIFS 2024 |  | ✓ |
图像篡改检测 | Image Copy-Move Forgery Detection via Deep PatchMatch and Pairwise Ranking Learning | - | A类期刊 TIP 2024 | - | - |
无监督语义分割 | Imbalance-Aware Discriminative Clustering for Unsupervised Semantic Segmentation | IDDC | A类期刊 IJCV 2024 |  | ✓ |
图像篡改检测 | MOODv2:Masked Image Modeling for Out-of-Distribution Detection | MOODv2 | A类期刊 TPAMI 2024 |  | ✓ |
无监督 语义分割 | PRCL:Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation | PRCL | A类期刊 IJCV 2024 |  | ✓ |
图像篡改检测 | Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-modal Manipulation | UFAFormer | A类期刊 IJCV 2024 |  | × |
图像篡改检测 | A New Benchmark and Model for Challenging Image Manipulation Detection | CIMD数据集 | A类会议 AAAI 2024 |  | ✓ |
图像篡改检测 | CatmullRom Splines-Based Regression for Image Forgery Localization | - | A类会议 AAAI 2024 | - | - |
聚类 三联体损失 | Cluster Triplet Loss for Unsupervised Domain Adaptation on Histology Images | - | A类会议 CVPR 2024 | - | - |
语义分割 对比学习 | Contextrast:Contextual Contrastive Learning for Semantic Segmentation | Contextrast | A类会议 CVPR 2024 |  | × |
图像篡改检测 | DiffForensics:Leveraging Diffusion Prior to Image Forgery Detection and Localization | DiffForensics | A类会议 CVPR 2024 | - | - |
无监督语义分割 | EAGLE:Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation | EAGLE | A类会议 CVPR 2024 |  | ✓ |
图像篡改检测 | EditGuard:Versatile Image Watermarking for Tamper Localization and Copyright Protection | EditGuard | A类会议 CVPR 2024 |  | ✓ |
图像篡改检测 | IMDL-BenCo:A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization | IMDL-BenCo | A类会议 NeurIPS 2024 |  | ✓ |
图像篡改检测 | Learning Discriminative Noise Guidance for Image Forgery Detection and Localization | - | A类会议 AAAI 2024 | - | - |
图像篡改检测 | MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization | MGQFormer | A类会议 AAAI 2024 | - | - |
聚类 聚类启发式损失 | Mind marginal non-crack regions:Clustering-inspired representation learning for crack segmentation | - | A类会议 CVPR 2024 | - | - |
图像篡改检测 | Multi-view Feature Extraction via Tunable Prompts is Enough for Image Manipulation Localization | Prompt-IML | A类会议 ACMMM 2024 | - | - |
聚类 | Neural Clustering based Visual Representation Learning | FEC | A类会议 CVPR 2024 |  | ✓ |
半监督语义分割 | RankMatch:Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation | RankMatch | A类会议 CVPR 2024 |  | ✓ |
OOD检测 | Segment Every Out-of-Distribution Object | S2M | A类会议 CVPR 2024 |  | ✓ |
图像篡改检测 | Towards Modern Image Manipulation Localization A Large-Scale Dataset and Novel Methods | MIML数据集 | A类会议 CVPR 2024 |  | ✓ |
图像篡改检测 | UnionFormer:Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization | UnionFormer | A类会议 CVPR 2024 | - | - |
相机模式识别 | Robust Camera Model Identification Over Online Social Network Shared Images via Multi-Scenario Learning | - | A类期刊 TIFS 2023 | - | - |
聚类 共识聚类 | DivClust:Controlling Diversity in Deep Clustering | DivClust | A类会议 CVPR 2023 |  | ✓ |
聚类 可微 | End-to-end Differentiable Clustering with Associative Memories | - | A类会议 ICML 2023 | - | - |
聚类 | Image as Set of Points | Context-Cluster | A类会议 ICLR 2023 |  | ✓ |
OOD检测 | Rethinking Out-of-distribution (OOD) Detection:Masked Image Modeling is All You Need | MOOD | A类会议 CVPR 2023 | | ✓ |
反取证 | Poster:Query-efficient Black-box Attack for Image Forgery Localization via Reinforcement Learning | - | A类会议 ccs 2023 | - | - |
图像篡改检测 对比学习 | Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning | NCL-IML | A类会议 ICCV 2023 |  | ✓ |
图像篡改检测 | Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning | WSCL | A类会议 ICCV 2023 |  | ✓ |
图像篡改检测 | Uncertainty-guided Learning for Improving Image Manipulation Detection | - | A类会议 ICCV 2023 | - | - |
图像篡改检测 | TruFor:Leveraging all-round clues for trustworthy image forgery detection and localization | TruFor | A类会议 CVPR 2023 |  | ✓ |
聚类 可微 | ClusterFomer:Clustering As A Universal Visual Learner | ClusterFormer | A类会议 NeurIPS 2023 |  | ✓ |
聚类 可微 | Efficient Deep Embedded Subspace Clustering | - | A类会议 CVPR 2022 | - | - |
图像篡改检测 | Robust Image Forgery Detection over Online Social Network Shared Images | ImageForensicsOSN | A类会议 CVPR 2022 |  | ✓ |
聚类 | PiCIE:Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering | PiCIE | A类会议 CVPR 2021 |  | ✓ |
聚类 可微 | Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering | - | A类期刊 TIP 2020 |  | ✓ |
聚类 在线深度聚类 | Deep Clustering for Unsupervised Learning of Visual Features | deepcluster | A类会议 CVPR 2020 |  | ✓ |
图像篡改检测 | DH-GAN:Image manipulation localization via a dual homology-aware generative adversarial network | - | B类期刊 PR 2024 | - | - |
聚类 K-means | Deep Clustering:A Comprehensive Survey | - | B类期刊 TNNLS 2024 | - | - |
deepfake | Forgery-aware Adaptive Learning with Vision Transformer for Generalized Face Forgery Detection | - | B类期刊 TCSVT 2024 | - | - |
自监督聚类 模糊聚类 | Robust deep fuzzy K-means clustering for image data | RD-FKC | B类期刊 PR 2024 |  | ✓ |
图像篡改检测 | UGEE-Net:Uncertainty-guided and edge-enhanced network for image splicing localization | - | B类期刊 NeuralNetworks 2024 | - | - |
图像篡改检测 | AdaIFL:Adaptive Image Forgery Localization via a Dynamic and Importance-aware Transformer Network | - | B类会议 ECCV 2024 | - | - |
图像篡改检测 对比学习 | Image Manipulation Detection With Implicit Neural Representation and Limited Supervision | - | B类会议 ECCV 2024 | - | - |
| - | A survey on deep learning-based image forgery detection | - | B类期刊 PR 2023 | - | - |
聚类 模糊聚类 | Deep Adaptive Fuzzy Clustering for Evolutionary Unsupervised Representation Learning | - | B类期刊 TNNLS 2023 | - | - |
聚类 模糊聚类 | Pixel and region level information fusion in membership regularized fuzzy clustering for image segmentation | - | B类期刊 InformationFusion 2023 | - | - |
聚类 K-means | How to Use K-means for Big Data Clustering? | - | B类期刊 PR 2023 | - | - |
聚类 K-means | K-means clustering algorithms:A comprehensive review, variants analysis, and advances in the era of big data | - | B类期刊 InformationSciences 2023 | - | - |
图像篡改检测 | Towards Effective Image Manipulation Detection with Proposal Contrastive Learning | - | B类期刊 TCSVT 2023 | - | - |
图像篡改检测 | Image Operation Chain Detection with Machine Translation Framework | TransDetect | B类期刊 TMM 2022 |  | × |
聚类 K-means | Robust deep k-means:An effective and simple method for data clustering | - | B类期刊 PR 2021 | - | - |
图像篡改检测 | Deep Fuzzy K-Means With Adaptive Loss and Entropy Regularization | - | B类期刊 TFS 2019 | - | - |
图像篡改检测 | Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization | - | C类会议 MMM 2024 | - | - |
图像篡改检测 | CFL-Net:Image Forgery Localization Using Contrastive Learning | - | C类会议 WACV 2023 | - | - |
聚类 多级聚类 | A Lightweight Clustering Framework for Unsupervised Semantic Segmentation | - | D类文章 aixiv 2025 | - | - |
图像篡改检测 | ForensicsSAM | ForensicsSAM | D类文章 aixiv 2025 |  | ✓ |
聚类 K-means | A Survey on Deep Clustering:From the Prior Perspective | - | D类期刊 Vicinagearth 2024 | - | - |
