IML 对比学习 | Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization | MPC | A类期刊 TIFS 2025 |  | ✓ |
IML 对比学习 | Rethinking Image Forgery Detection via Soft Contrastive Learning and Unsupervised Clustering | FOCAL | A类期刊 TDSC 2025 |  | ✓ |
IML | Pixel-Inconsistency Modeling for Image Manipulation Localization | PIM | A类期刊 TPAMI 2025 |  | ✓ |
IML | GIM:A Million-scale Benchmark for Generative Image Manipulation Detection and Localization | GIM数据集 | A类会议 AAAI 2025 |  | × |
IML | Loupe:A Generalizable and Adaptive Framework for Image Forgery Detection | Loupe | A类会议 IJCAI 2025 |  | ✓ |
IML | M2SFormer:Multi-Spectral and Multi-Scale Attention with Edge-Aware Difficulty Guidance for Image Forgery Localization | - | A类会议 ICCV 2025 | - | - |
IML | OmniGuard:Hybrid Manipulation Localization via Augmented Versatile Deep Image Watermarking | OmniGuard | A类会议 CVPR 2025 |  | ✓ |
IML | Rethinking Image Editing Detection in the Era of Generative AI Revolution | GRE数据集 | A类会议 ACMMM 2025 |  | ✓ |
IML | Reinforced Multi-teacher Knowledge Distillation for Efficient General Image Forgery Detection and Localization | - | A类会议 AAAI 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 |  | ✓ |
IML | SparseViT:Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding Transformer | SparseViT | 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 |  | ✓ |
deepfake | Unlocking the Capabilities of Large Vision-Language Models for Generalizable and Explainable Deepfake Detection | deepfake-detection | A类会议 ICML 2025 |  | ✓ |
IML 对比学习 | Attentive and Contrastive Image Manipulation Localization With Boundary Guidance | - | A类期刊 TIFS 2024 | - | - |
IML | DiRLoc:Disentanglement Representation Learning for Robust Image Forgery Localization | DiRLoc | A类期刊 TDSC 2024 | - | - |
IML | Employing_Reinforcement_Learning_to_Construct_a_Decision-Making_Environment_for_Image_Forgery_Localization | CoDE | A类期刊 TIFS 2024 |  | ✓ |
IML | Image Copy-Move Forgery Detection via Deep PatchMatch and Pairwise Ranking Learning | - | A类期刊 TIP 2024 | - | - |
IML | Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-modal Manipulation | UFAFormer | A类期刊 IJCV 2024 |  | × |
IML | A New Benchmark and Model for Challenging Image Manipulation Detection | CIMD数据集 | A类会议 AAAI 2024 |  | ✓ |
IML | 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 |  | × |
IML | 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 |  | ✓ |
IML | EditGuard:Versatile Image Watermarking for Tamper Localization and Copyright Protection | EditGuard | A类会议 CVPR 2024 |  | ✓ |
IML | IMDL-BenCo:A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization | IMDL-BenCo | A类会议 NeurIPS 2024 |  | ✓ |
IML | MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization | MGQFormer | A类会议 AAAI 2024 | - | - |
IML | Learning Discriminative Noise Guidance for Image Forgery Detection and Localization | - | A类会议 AAAI 2024 | - | - |
聚类 | Neural Clustering based Visual Representation Learning | FEC | A类会议 CVPR 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 | - | - |
IML | Multi-view Feature Extraction via Tunable Prompts is Enough for Image Manipulation Localization | Prompt-IML | A类会议 ACMMM 2024 | - | - |
IML | Towards Modern Image Manipulation Localization A Large-Scale Dataset and Novel Methods | MIML数据集 | A类会议 CVPR 2024 |  | ✓ |
IML | 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 | - | - |
IML 对比学习 | Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning | NCL-IML | A类会议 ICCV 2023 |  | ✓ |
聚类 | Image as Set of Points | Context-Cluster | A类会议 ICLR 2023 |  | ✓ |
IML | Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning | WSCL | A类会议 ICCV 2023 |  | ✓ |
IML | TruFor:Leveraging all-round clues for trustworthy image forgery detection and localization | TruFor | A类会议 CVPR 2023 |  | ✓ |
IML | Uncertainty-guided Learning for Improving Image Manipulation Detection | - | A类会议 ICCV 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 | - | - |
IML | 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 |  | ✓ |
IML | 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 |  | ✓ |
IML | UGEE-Net:Uncertainty-guided and edge-enhanced network for image splicing localization | - | B类期刊 NeuralNetworks 2024 | - | - |
IML | AdaIFL:Adaptive Image Forgery Localization via a Dynamic and Importance-aware Transformer Network | - | B类会议 ECCV 2024 | - | - |
IML 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 | - | - |
IML | Towards Effective Image Manipulation Detection with Proposal Contrastive Learning | - | B类期刊 TCSVT 2023 | - | - |
IML | 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 | - | - |
IML | Deep Fuzzy K-Means With Adaptive Loss and Entropy Regularization | - | B类期刊 TFS 2019 | - | - |
IML | Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization | - | C类会议 MMM 2024 | - | - |
IML | 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 | - | - |
IML | ForensicHub:A Unified Benchmark & Codebase for All-Domain Fake Image Detection and Localization | ForensicHub | D类文章 arxiv 2025 |  | ✓ |
聚类 K-means | A Survey on Deep Clustering:From the Prior Perspective | - | D类期刊 Vicinagearth 2024 | - | - |
IML | SUMI-IFL:An Information-Theoretic Framework for Image Forgery Localization with Sufficiency and Minimality Constraints | - | D类会议 aixiv 2024 | - | - |
