IML 对比学习 | Attentive and Contrastive Image Manipulation Localization With Boundary Guidance | - | A类期刊 TIFS 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 | A类会议 AAAI 2024 |  | × |
IML | CatmullRom Splines-Based Regression for Image Forgery Localization | - | A类会议 AAAI 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 | Learning Discriminative Noise Guidance for Image Forgery Detection and Localization | - | A类会议 AAAI 2024 | - | - |
IML | MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization | MGQFormer | A类会议 AAAI 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 | - | - |
无监督 共识聚类 | DivClust:Controlling Diversity in Deep Clustering | DivClust | A类会议 CVPR 2023 |  | ✓ |
可微聚类 | End-to-end Differentiable Clustering with Associative Memories | - | A类会议 ICML 2023 | - | - |
无监督 语义分割 | Image as Set of Points | Context-Cluster | A类会议 ICLR 2023 |  | ✓ |
IML | Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning | NCL-IML | A类会议 ICCV 2023 |  | ✓ |
IML | Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning | WSCL | A类会议 ICCV 2023 |  | ✓ |
IML | Uncertainty-guided Learning for Improving Image Manipulation Detection | - | A类会议 ICCV 2023 | - | - |
可微聚类 | 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 |  | ✓ |
无监督 语义分割 | PiCIE:Unsupervised Semantic Segmentation using Invariance and Equivariance in Clustering | PiCIE | A类会议 CVPR 2021 |  | ✓ |
可微聚类 无监督 语义分割 | Unsupervised Learning of Image Segmentation Based on Differentiable Feature Clustering | - | A类期刊 TIP 2020 |  | ✓ |
无监督 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 | - | - |
K-means聚类 | Deep Clustering:A Comprehensive Survey | - | B类期刊 TNNLS 2024 | - | - |
人脸篡改检测 | Forgery-aware Adaptive Learning with Vision Transformer for Generalized Face Forgery Detection | - | B类期刊 TCSVT 2024 | - | - |
IML 模糊聚类 | Robust deep fuzzy K-means clustering for image data | - | B类期刊 PR 2024 | - | - |
IML 图像拼接检测与定位 | 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 | 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 | - | - |
无监督 模糊聚类 | Deep Adaptive Fuzzy Clustering for Evolutionary Unsupervised Representation Learning | - | B类期刊 TNNLS 2023 | - | - |
模糊聚类 | Pixel and region level information fusion in membership regularized fuzzy clustering for image segmentation | - | B类期刊 InformationFusion 2023 | - | - |
K-means聚类 | How to Use K-means for Big Data Clustering? | - | B类期刊 PR 2023 | - | - |
K-means聚类 | 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 | - | - |
K-means聚类 | 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 | - | - |
语义分割 无监督 多级聚类 | A Lightweight Clustering Framework for Unsupervised Semantic Segmentation | - | D类文章 aixiv 2025 | - | - |
K-means聚类 | 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 | - | - |
IML | Rethinking Image Forgery Detection via Contrastive Learning and Unsupervised Clustering | - | D类文章 aixiv 2023 | - | - |
