图像篡改检测定位

已读论文汇总

橘色为A类会议、期刊:
> 黄色为B类会议、期刊:
> 绿色为C类会议、期刊:

Backbone

骨干网络，多为图像分类的网络。

• [Attention Is All You Need]
• [EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks] (ICML '19) [Paper] [Code]
• [An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale] (ICLR '21) [Paper] [Code]
• [Multi-Dimensional Model Compression of Vision Transformer] (ICME '22) [Paper]
• Deep Residual Learning for Image Recognition (CVPR '16) [Paper]
• Generative Adversarial Networks (NeurIPS '14) [Paper]
• Masked Auto-Encoders Meet Generative Adversarial Networks and Beyond (CVPR '23) [Paper]
• A Kernel Perspective of Skip Connections in Convolutional Networks (ICLR '23) [Paper]
• EfficientViT: Memory Efficient Vision Transformer with Cascaded Group Attention (CVPR '23) [Paper] [Code] [Note_community]
• Vision Transformers Need Registers (ICLR '24) [Paper]
• Segment Anything

Image Tampering

Image Editing

2024

• Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization
• A New Benchmark and Model for Challenging Image Manipulation Detection
• MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization
• Learning Discriminative Noise Guidance for Image Forgery Detection and Localization
• CatmullRom Splines-Based Regression for Image Forgery Localization
• UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization
• DH-GAN: Image manipulation localization via a dual homology-aware generative adversarial network

2023

• TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization
• CFL-Net: Image Forgery Localization Using Contrastive Learning
• Towards Generic Image Manipulation Detection with Weakly-Supervised Self-Consistency Learning
• Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning
• Uncertainty-Uncertainty Learning for Improving Image Manipulation Detection

2022

• PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization [Paper] [Code]

• MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection [Paper] [Code]

  
  
  

• DS-UNet: A dual streams UNet for refined image forgery localization (InfoS '22) [Paper]

• MSMG-Net: Multi-scale Multi-grained Supervised Metworks for Multi-task Image Manipulation Detection and Localization (ArXiv '22) [Paper]

• Towards JPEG-Resistant Image Forgery Detection and Localization Via Self-Supervised Domain Adaptation (TPAMI '22) [Paper]

• ESRNet: Efficient Search and Recognition Network for Image Manipulation Detection (TOMCCAP '22) [Paper] [Tool]

• Learning to localize image forgery using end-to-end attention network (Neurocomputing '22) [Paper] [Code]
  
  

• [Robust Image Forgery Detection Over Online Social Network Shared Images] (CVPR '22) [Paper] [Code]

• [ObjectFormer for Image Manipulation Detection and Localization] (CVPR '22) [Paper]

• GCA-Net: Utilizing Gated Context Attention for Improving Image Forgery Localization and Detection (CVPRW '22) [Paper]

• Non-Semantic Evaluation of Image Forensics Tools: Methodology and Database (WACV '22) [Paper] [Code]

• [JPEG Compression-aware Image Forgery Localization] (MM '22) [Paper]

• [Image Manipulation Localization Using Multi-Scale Feature Fusion and Adaptive Edge Supervision] (TMM '22) [Paper]

• [Self-Adversarial Training incorporating Forgery Attention for Image Forgery Localization] (TIFS '22) [Paper] [Code] (LocateNet / SATFL)

• M2TR: Multi-modal Multi-scale Transformers for Deepfake Detection (ICMR '22) [Paper] [Code]

• A Principled Design of Image Representation: Towards Forensic Tasks (TPAMI '22) [Paper] [Code]

• [TBNet: A Two-stream Boundary-aware Network for Generic Image Manipulation Localization] (KDE '22) [Paper]

• [Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization] (IJCV '22) [Paper] [Code]

• Fighting Malicious Media Data: A Survey on Tampering Detection and Deepfake Detection (arXiv '22) (Survey) [Paper]
  

2021

• MSTA-Net: Forgery Detection by Generating Manipulation Trace Based on Multi-Scale Self-Texture Attention (TCSVT '21) [Paper]
• Image Manipulation Detection by Multi-View Multi-Scale Supervision (ICCV '21) [Paper] [Code]
• [TransForensics: Image Forgery Localization with Dense Self-Attention] (ICCV '21) [Paper]
• Self-supervised Domain Adaptation for Forgery Localization of JPEG Compressed Images (ICCV '21) [Paper]
• Image Tampering Localization Using a Dense Fully Convolutional Network (TIFS '21) [Paper] [Code] (DenseFCN)
• Image Manipulation Localization Using Attentional Cross-Domain CNN Features (TNNLS '21) [Paper]

2020 and before

• ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features (CVPR '19) [Paper] [Code]
  

• A Full-Image Full-Resolution End-to-EndTrainable CNN Framework for Image Forgery Detection (IEEE Access '20) **[Paper]

• Constrained R-CNN: A general image manipulation detection model [Paper] [Code]

• A CNNBased Camera Model Fingerprint (TIFS '20) **[Paper]

• An Adaptive Neural Network for Unsupervised Mosaic Consistency Analysis in Image Forensics (CVPR '20) [Paper] [Code]

• A dense u-net with cross-layer intersection for detection and localization of image forgery (ICASSP '20) [Paper] [Note_unofficial]

• [Generate, Segment, and Refine: Towards Generic Manipulation Segmentation] (AAAI '20) [Paper] [Code] (GSRNet)

• SPAN: Spatial Pyramid Attention Network for Image Manipulation Localization (ECCV '20) [Paper] [Code]

• [Hybrid LSTM and Encoder-Decoder Architecture for Detection of Image Forgeries] (TIP '19) [Paper] [Code]
  
  

CNN-synthesized

上面的一些论文还包含了检测由合成图像的GANs或DM生成的篡改图像的方法

CNN-synthesized

• Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection (CVPR '24) [Paper]
• Preserving Fairness Generalization in Deepfake Detection (CVPR '24) [Paper] [Code]
• Leveraging Representations from Intermediate Encoder-blocks for Synthetic Image Detection (arXiv '24) [Paper] [Code]
• Forgery-aware Adaptive Transformer for Generalizable Synthetic Image Detection (arXiv '23) [Paper]
• AntifakePrompt: Prompt-Tuned Vision-Language Models are Fake Image Detectors (arXiv '23) [Paper] [Code]
• MaLP: Manipulation Localization Using a Proactive Scheme (CVPR '23) [Paper] [Code]
• Discrepancy-Guided Reconstruction Learning for Image Forgery Detection (IJCAI '23) [Paper] [Code]
• Generalizable Synthetic Image Detection via Language-guided Contrastive Learning (arXiv '23) [Paper] [Code]
• Detect Any Deepfakes: Segment Anything Meets Face Forgery Detection and Localization (arXiv '23) [Paper] [Code]
• Discrepancy-Guided Reconstruction Learning for Image Forgery Detection (arXiv '23) [Paper]
• Masked Relation Learning for DeepFake Detection (TIFS '23) [Paper]

### Image Splicing

图像的拼接篡改检测定位

2024

• Towards Effective Image Forensics via A Novel Computationally Efficient Framework and A New Image Splice Dataset (arXiv '24) [Paper]

2023

• GreatSplicing: A Semantically Rich Splicing Dataset (arXiv '23) [Paper] [Dataset]
• Multi-scale attention context-aware network for detection and localization of image splicing: Efficient and robust identification network (Appl. Intell. 23') [Paper]
• A Multi-Stream Fusion Network for Image Splicing Localization (MMM '23) [Paper]
• Attacking Image Splicing Detection and Localization Algorithms Using Synthetic Traces (TIFS '23) [Paper] [IEEE Paper]
• Biomedical Image Splicing Detection using Uncertainty-Guided Refinement (arXiv '23) [Paper]
• A New Method to Detect Splicing Image Forgery Using Convolutional Neural Network (Applied Science (IF: 2.8, not included in CCFs), MDPI, '23) [Paper]
• Multi-scale Target-Aware Framework for Constrained Image Splicing Detection and Localization (MM '23) [Paper]

2022

• [Multi-Task SE-Network for Image Splicing Localization] (TCSVT '22) [Paper] [Code]
• [ET: Edge-Enhanced Transformer for Image Splicing Detection] (SPL '22) [Paper]
• [Image splicing forgery detection by combining synthetic adversarial networks and hybrid dense U-net based on multiple spaces] (IJIS '22) [Paper] [Code]
• [SISL:Self-Supervised Image Signature Learning for Splicing Detection & Localization] (CVPRW '22) [Paper]
• Deep Metric Color Embeddings for Splicing Localization in Severely Degraded Images (TIFS '22) [Paper]
• Coarse-to-fine-grained method for image splicing region detection (PR '22) [Paper]

2021

• [CAT-Net: Compression Artifact Tracing Network for Detection and Localization of Image Splicing] (WACV '21) [Paper] [Code]
• Image Splicing Detection, Localization and Attribution via JPEG Primary Quantization Matrix Estimation and Clustering (TIFS '21) [Paper] [Code]
• Multiple Image Splicing Dataset (MISD): A Dataset for Multiple Splicing (Data, MDPI '21) [Paper]
• Reality Transform Adversarial Generators for Image Splicing Forgery Detection and Localization (ICCV '21) [Paper]
• [Multi-Task Wavelet Corrected Network for Image Splicing Forgery Detection and Localization] (ICME '21) [Paper]
• Detection and Localization of Multiple Image Splicing Using MobileNet V1 (IEEE Access '21) [Paper]

2020 and before

• D-Unet: A Dual-encoder U-Net for Image Splicing Forgery Detection and Localization (arXiv '20) [Paper]
• Exposing splicing forgery in realistic scenes using deep fusion network (InfoS '20) [Paper]
• Locating splicing forgery by adaptive-SVD noise estimation and vicinity noise descriptor (Neurocomputing '20) [Paper]
• Adversarial Learning for Constrained Image Splicing Detection and Localization Based on Atrous Convolution (TIFS '19) [Paper] [Code]
• [RRU-Net: The Ringed Residual U-Net for Image Splicing Forgery Detection] (CVPRW' 19) [Paper] [Code]
• Mixed adversarial generators for image splice detection (NeuIPS '19) [Paper] [Code]
• Image Splicing Localization via Semi-global Network and Fully Connected Conditional Random Fields (ECCV '18)
• Image splicing localization using a multi-task fully convolutional network (mfcn) (JVCIR '18) [Paper] [Code]
• [Fighting Fake News: Image Splice Detection via Learned Self-Consistency] (ECCV '18) [Paper] [Code]
• Deep Fusion Network for Splicing Forgery Localization (ECCV '18)
• Deep matching and validation network: An end-to-end solution to constrained image splicing localization and detection (MM '17) [Paper]

Copy Move

复制移动篡改定位问题

Copy Move

• An effective image copy-move forgery detection using entropy image (arXiv '23) [Paper]
• CMFDFormer: Transformer-based Copy-Move Forgery Detection with Continual Learning (arXiv '23) [Paper]
• An approach for copy-move image multiple forgery detection based on an optimized pre-trained deep learning model (KBS '23) [Paper]
• Image Copy-Move Forgery Detection via Deep Cross-Scale PatchMatch (ICME '23) [Paper]
• [BusterNet: Detecting Copy-Move Image Forgery with Source/Target Localization] (ECCV '18) [Paper] [Code]
• [A Serial Image Copy-Move Forgery Localization Scheme With Source/Target Distinguishment] (TMM '20) [Paper] [Code]
• [DOA-GAN: Dual-Order Attentive Generative Adversarial Network for Image Copy-Move Forgery Detection and Localization] (CVPR '20) [Paper] [Code]
• [Two-Stage Copy-Move Forgery Detection with Self Deep Matching and Proposal SuperGlue] (TIP '22) [Paper]
• QDL-CMFD: A Quality-independent and deep Learning-based Copy-Move image forgery detection method (Neurocomputing '22) [Paper] [Code]
• [Shrinking the Semantic Gap: Spatial Pooling of Local Moment Invariants for Copy-Move Forgery Detection] (TIFS '23) [Paper] [Code]

Tamper Text in Detection

图像中的文本篡改检测问题 (parts of)

Tamper Text

• A Two-Stage Dual-Path Framework for Text Tampering Detection and Recognition (arXiv '24) [Paper]
• Toward Real Text Manipulation Detection: New Dataset and New Solution (arXiv '23) [Paper] [Code]
• Towards Robust Tampered Text Detection in Document Image: New dataset and New Solution (CVPR '23) [Paper] [Code]
• Progressive Supervision for Tampering Localization in Document Images (ICONIP '23) [Paper]
• SigScatNet: A Siamese + Scattering based Deep Learning Approach for Signature Forgery Detection and Similarity Assessment (arXiv '23) [Paper]
• Image Generation and Learning Strategy for Deep Document Forgery Detection (arXiv '23) [Paper]
• Forgery-free signature verification with stroke-aware cycle-consistent generative adversarial network (Neurocomputing '22) [Paper] [Code]
• Document Forgery Detection in the Context of Double JPEG Compression (ICPR '22) [Paper]

datasets 下载:

• Casiav2

• tampCOCO

• IMD2020

• FantasticReality

• Casiav1 (创建Casiav1+数据集需要corel数据集)

• corel

• CocoGlide

• Columbia

• COVER

• DSO-1