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]
  

Tamper Text in Detection

图像中的文本篡改检测问题 (parts of)

• Image-based Freeform Handwriting Authentication with Energy-oriented Self-Supervised Learning
• Generalized Tampered Scene Text Detection in the era of Generative AI
• A Two-Stage Dual-Path Framework for Text Tampering Detection and Recognition (arXiv '24) [Paper]
• CTP-Net: Character Texture Perception Network for Document Image Forgery Localization (arXiv '23) [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